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File | Version | Author | Date | Message |
---|---|---|---|---|
html | 1772903 | jens-daniel-mueller | 2021-06-07 | Build site. |
html | 594ed9a | jens-daniel-mueller | 2021-06-04 | Build site. |
html | db7df0e | jens-daniel-mueller | 2021-06-04 | rebuild without overlapping eras |
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Rmd | a61014f | jens-daniel-mueller | 2021-05-28 | test run with cstar target variable |
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Rmd | ee13efb | jens-daniel-mueller | 2021-05-27 | optional source of local params fully implemented |
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Rmd | dc8e4e1 | jens-daniel-mueller | 2021-05-27 | optional source of local params implemented |
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Rmd | e2b3434 | jens-daniel-mueller | 2021-05-26 | generate seperate output |
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Rmd | 8adf952 | jens-daniel-mueller | 2021-05-20 | parallelisation tested, not succesful |
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Rmd | 88fa519 | jens-daniel-mueller | 2021-03-26 | included model data |
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Rmd | e4ef0f6 | jens-daniel-mueller | 2021-03-26 | included model data |
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Rmd | 6d2102a | jens-daniel-mueller | 2021-03-26 | included model data |
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Rmd | 6c5618b | jens-daniel-mueller | 2021-03-20 | rerun with vif threshold |
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Rmd | 2b99ba0 | jens-daniel-mueller | 2021-03-20 | included vif removel option |
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Rmd | 4df8990 | jens-daniel-mueller | 2021-03-20 | added vif calculation and plots |
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Rmd | 9ebedac | jens-daniel-mueller | 2021-02-24 | latitudinal residual plots |
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Rmd | 06a2f3b | jens-daniel-mueller | 2021-02-24 | purrr residual plots by basin |
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Rmd | 9ae7d87 | jens-daniel-mueller | 2021-02-24 | loop residual plots by basin |
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Rmd | c45672c | jens-daniel-mueller | 2021-02-24 | added residual plots |
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Rmd | 5f655e0 | jens-daniel-mueller | 2021-02-24 | added plots back to after switching to map aproach |
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Rmd | c69736b | jens-daniel-mueller | 2021-02-24 | added plots back to after switching to map aproach |
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Rmd | 1b3c171 | jens-daniel-mueller | 2021-02-24 | introduced purrr::map to model fitting, rebuild all |
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Rmd | cbfc388 | jens-daniel-mueller | 2021-02-23 | introduced purrr::map to model fitting |
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Rmd | 0ad30ba | jens-daniel-mueller | 2021-01-07 | removed GLODAP gamma filter, target variable mapped by eras+era |
html | 318609d | jens-daniel-mueller | 2020-12-23 | adapted more variable predictor selection |
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Rmd | bef9220 | jens-daniel-mueller | 2020-12-23 | rebuild before sensitivity test |
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html | 02f0ee9 | jens-daniel-mueller | 2020-12-18 | cleaned up for copying template |
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Rmd | 40369db | jens-daniel-mueller | 2020-12-17 | model selection criterion added |
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Rmd | e6ed2bc | jens-daniel-mueller | 2020-12-17 | plotted model results |
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Rmd | 7c8ace9 | jens-daniel-mueller | 2020-12-17 | new MLR fitting routine, rmse corrected |
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Rmd | 3d5a3e2 | jens-daniel-mueller | 2020-12-16 | new MLR fitting routine |
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Rmd | d7992c4 | jens-daniel-mueller | 2020-12-15 | eMLR target variable selection |
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Rmd | 91b2b29 | jens-daniel-mueller | 2020-12-11 | selectable basinmask, try 5 |
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Rmd | 71c63b0 | jens-daniel-mueller | 2020-12-09 | rerun with variable predictor assignment |
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Rmd | 992ba15 | jens-daniel-mueller | 2020-12-03 | rebuild with variable inventory depth |
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Rmd | 83203db | jens-daniel-mueller | 2020-12-03 | calculate cant with variable inventory depth |
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Rmd | 9183e8f | jens-daniel-mueller | 2020-12-02 | revised assignment of era to eras |
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Rmd | 17d09be | jens-daniel-mueller | 2020-12-01 | auto eras naming |
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Rmd | 0895ad6 | jens-daniel-mueller | 2020-11-30 | rebuild with all plot output |
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Rmd | 7a4b015 | jens-daniel-mueller | 2020-11-30 | first rebuild on ETH server |
Rmd | bc61ce3 | Jens Müller | 2020-11-30 | Initial commit |
The results displayed on this site correspond to the Version_ID: v_XXX
Required are:
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))
Find all possible combinations of following considered predictor variables:
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin
i_basin <- unique(GLODAP$basin)[1]
i_era <- unique(GLODAP$era)[1]
# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era,
data_source == "obs")
i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)
# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "
),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# convert to tibble
lm_all <- as_tibble(lm_all)
# format model formula
lm_all <- lm_all %>%
select(n, predictors) %>%
mutate(model = str_replace_all(predictors, " ", " + "),
model = paste(params_local$MLR_target, "~", model))
# remove helper objects
rm(i_gamma_slab,
i_era,
i_basin,
GLODAP_basin_era,
GLODAP_basin_era_slab,
lm_full)
Select combinations with a total number of predictors in the range:
lm_all <- lm_all %>%
filter(n >= params_local$MLR_predictors_min,
n <= params_local$MLR_predictors_max)
This results in a total number of MLR models of:
Individual linear regression models were fitted for the chosen target variable:
as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.
library(furrr)
library(purrr)
map(c("hello", "world"), ~.x)
future_map(c("hello", "world"), ~.x)
library(tictoc)
plan(sequential)
tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()
plan(multisession, workers = 3)
tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()
future_map_dbl(1:4, function(x){
Sys.sleep(1)
x^2
}, .progress = TRUE)
# prepare nested data frame
GLODAP %>%
filter_all(any_vars(is.na(.)))
GLODAP_nested <- GLODAP %>%
# filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
nest(data = !c(gamma_slab, era, basin, data_source))
# expand with model definitions
GLODAP_nested_lm <- expand_grid(
GLODAP_nested,
lm_all#[1:3,]
)
# fit models and extract tidy model output
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>%
mutate(
fit = map2(.x = data, .y = model,
~ lm(as.formula(.y), data = .x)),
tidied = map(fit, tidy),
glanced = map(fit, glance),
augmented = map(fit, augment),
vif = map(fit, ols_vif_tol)
)
# test parallel processing
# expand with model definitions
# test multidplyr
# library(parallel)
# library(multidplyr)
#
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(n_cores - 2)
# )
#
# cluster
#
# system.time(
# GLODAP_nested_lm_part <-
# GLODAP_nested_lm %>%
# #group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>%
# partition(cluster)
# )
#
#
# GLODAP_nested_lm
# GLODAP_nested_lm_part
#
# system.time(cluster %>%
# cluster_library(c("tidyverse",
# "broom",
# "olsrr",
# "purrr")))
#
# cluster_call(cluster, search())
#
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_part %>%
# mutate(
# fit = map2(.x = data, .y = model,
# ~ lm(as.formula(.y), data = .x)),
# tidied = map(fit, tidy),
# glanced = map(fit, glance),
# augmented = map(fit, augment),
# vif = map(fit, ols_vif_tol)
# )
# )
#
# system.time(
# # extract glanced model output (model diagnostics, such as AIC)
# GLODAP_glanced <- GLODAP_nested_lm_fit %>%
# select(-c(data, fit, tidied, augmented, vif))
# # unnest(glanced) %>%
# # rename(n_predictors = n)
# )
#
#
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>%
# collect()
# )
### test furrr
# library(furrr)
#
# plan(multisession, workers = 10)
#
# tic()
# GLODAP_nested_lm_fit_furrr <- GLODAP_nested_lm %>%
# mutate(
# fit = future_map2(.x = data, .y = model,
# ~ lm(as.formula(.y), data = .x)),
# tidied = future_map(fit, tidy),
# glanced = future_map(fit, glance),
# augmented = future_map(fit, augment),
# vif = future_map(fit, ols_vif_tol)
# )
# toc()
#
# plan(sequential)
# print(object.size(GLODAP_nested), units = "MB")
# print(object.size(GLODAP_nested_lm), units = "MB")
# print(object.size(GLODAP_nested_lm_fit), units = "MB")
# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, augmented, vif)) %>%
unnest(glanced) %>%
rename(n_predictors = n)
# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, glanced, augmented, vif)) %>%
unnest(tidied)
# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, glanced, vif)) %>%
unnest(augmented)
# print(object.size(GLODAP_augmented), units = "MB")
# extract VIC from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, augmented, glanced)) %>%
unnest(vif)
# calculte max vif per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>%
group_by(data_source, era, basin, gamma_slab, model, n) %>%
summarise(vif_max = max(VIF)) %>%
ungroup()
# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
group_by(data_source, era, basin, gamma_slab, model) %>%
summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
ungroup()
# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)
# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
select(-c(fit, tidied, glanced, augmented, vif)) %>%
unnest(data)
# append input data with augmented data
GLODAP_augmented <- bind_cols(
GLODAP_data,
GLODAP_augmented %>% select(.fitted, .resid)
)
rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
GLODAP_data)
Coefficients are prepared for the mapping of Cant and the chosen target variable.
To avoid multicollinearity among predictors, models were excluded with a VIF above:
After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:
GLODAP_glanced_clean <- GLODAP_glanced %>%
filter(vif_max <= params_local$vif_max)
GLODAP_glanced_clean %>%
group_by(data_source, era, basin, gamma_slab) %>%
count() %>%
filter(n < params_local$MLR_number)
# A tibble: 0 x 5
# Groups: data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
# gamma_slab <chr>, n <int>
Within each basin and slab, the following number of best linear regression models was selected:
The criterion used to select the best models was:
The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.
# calculate RMSE sum for adjacent eras
lm_all_eras <- GLODAP_glanced_clean %>%
select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>%
arrange(era) %>%
group_by(data_source, basin, gamma_slab, model) %>%
mutate(eras = paste(lag(era), era, sep = " --> "),
rmse_sum = rmse + lag(rmse),
aic_sum = AIC + lag(AIC),
bic_sum = BIC + lag(BIC)
) %>%
ungroup() %>%
select(-c(era)) %>%
drop_na()
# subset models with lowest summed criterion
# chose which criterion is applied
if (params_local$MLR_criterion == "aic") {
lm_best_eras <- lm_all_eras %>%
group_by(data_source, basin, gamma_slab, eras) %>%
slice_min(order_by = aic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
if (params_local$MLR_criterion == "bic") {
lm_best_eras <- lm_all_eras %>%
group_by(data_source, basin, gamma_slab, eras) %>%
slice_min(order_by = bic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
if (params_local$MLR_criterion == "rmse") {
lm_best_eras <- lm_all_eras %>%
group_by(data_source, basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
# print table
lm_best_eras %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")
data_source | basin | gamma_slab | model | AIC | BIC | rmse | eras | rmse_sum | aic_sum | bic_sum |
---|---|---|---|---|---|---|---|---|---|---|
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 114.56657 | 128.08935 | 0.6485658 | 2000-2009 –> 2010-2019 | 4.698958 | 771.0141 | 803.6903 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 849.96994 | 869.82392 | 6.6752223 | 2000-2009 –> 2010-2019 | 14.632954 | 1276.1537 | 1310.5504 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 62.03165 | 75.55443 | 0.3874998 | 2000-2009 –> 2010-2019 | 4.771737 | 736.5372 | 769.2134 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 86.80798 | 100.33076 | 0.4940420 | 2000-2009 –> 2010-2019 | 4.479191 | 739.5530 | 772.2292 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 842.53866 | 862.39264 | 6.4812495 | 2000-2009 –> 2010-2019 | 15.393179 | 1282.0855 | 1316.4823 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 59.79918 | 73.32196 | 0.3791107 | 2000-2009 –> 2010-2019 | 4.251825 | 706.0191 | 738.6952 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 852.18294 | 869.20064 | 6.7877585 | 2000-2009 –> 2010-2019 | 14.841080 | 1277.7757 | 1307.2586 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 850.56756 | 870.42153 | 6.6910713 | 2000-2009 –> 2010-2019 | 14.680442 | 1277.2195 | 1311.6163 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 850.61431 | 870.46829 | 6.6923129 | 2000-2009 –> 2010-2019 | 14.678505 | 1277.2193 | 1311.6161 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 56.87756 | 70.40034 | 0.3684058 | 2000-2009 –> 2010-2019 | 4.660886 | 726.5607 | 759.2369 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 844.93848 | 864.79246 | 6.5432658 | 2000-2009 –> 2010-2019 | 14.529305 | 1271.5412 | 1305.9380 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 85.30201 | 98.82479 | 0.4868013 | 2000-2009 –> 2010-2019 | 4.364007 | 731.7861 | 764.4623 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 85.69833 | 99.22111 | 0.4886964 | 2000-2009 –> 2010-2019 | 4.775377 | 755.0732 | 787.7494 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 114.09905 | 127.62183 | 0.6455999 | 2000-2009 –> 2010-2019 | 4.681740 | 769.7429 | 802.4190 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 850.82425 | 870.67822 | 6.6978903 | 2000-2009 –> 2010-2019 | 14.707663 | 1277.7772 | 1312.1739 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 57.12564 | 70.64842 | 0.3693029 | 2000-2009 –> 2010-2019 | 4.677427 | 727.6382 | 760.3144 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 85.12985 | 98.65263 | 0.4859804 | 2000-2009 –> 2010-2019 | 4.673373 | 749.1617 | 781.8379 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 857.40643 | 877.26040 | 6.8751426 | 2000-2009 –> 2010-2019 | 15.366498 | 1291.2489 | 1325.6456 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 856.49076 | 876.34473 | 6.8502062 | 2000-2009 –> 2010-2019 | 15.333397 | 1290.2197 | 1324.6165 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 853.69077 | 873.54475 | 6.7745145 | 2000-2009 –> 2010-2019 | 15.221595 | 1286.9164 | 1321.3131 |
obs | Atlantic | (26,26.5] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 3994.37020 | 4020.91942 | 6.0998602 | 2000-2009 –> 2010-2019 | 11.569223 | 7249.1948 | 7301.2670 |
mod | Atlantic | (26,26.5] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 2095.48713 | 2122.97561 | 3.8821054 | 2000-2009 –> 2010-2019 | 8.352481 | 3456.8690 | 3508.4544 |
obs | Atlantic | (26,26.5] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 3996.34274 | 4027.31682 | 6.0997244 | 2000-2009 –> 2010-2019 | 11.546356 | 7248.8361 | 7309.5870 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 2051.10054 | 2078.58903 | 3.6590206 | 2000-2009 –> 2010-2019 | 7.665397 | 3361.8540 | 3413.4394 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 3864.35746 | 3895.33155 | 5.4809931 | 2000-2009 –> 2010-2019 | 10.938754 | 7118.9737 | 7179.7246 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2021.73227 | 2049.22076 | 3.5185108 | 2000-2009 –> 2010-2019 | 7.909683 | 3374.8553 | 3426.4407 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2054.83375 | 2082.32223 | 3.6772792 | 2000-2009 –> 2010-2019 | 7.964907 | 3396.9323 | 3448.5177 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3881.55976 | 3912.53385 | 5.5579348 | 2000-2009 –> 2010-2019 | 11.084615 | 7149.2267 | 7209.9775 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2055.10880 | 2082.59728 | 3.6786280 | 2000-2009 –> 2010-2019 | 8.036035 | 3404.6656 | 3456.2510 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3882.53669 | 3913.51078 | 5.5623366 | 2000-2009 –> 2010-2019 | 11.162862 | 7164.0076 | 7224.7585 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2025.89652 | 2053.38501 | 3.5381011 | 2000-2009 –> 2010-2019 | 8.276525 | 3414.1817 | 3465.7671 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2026.59715 | 2054.08563 | 3.5414078 | 2000-2009 –> 2010-2019 | 8.397113 | 3426.1781 | 3477.7635 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2056.12326 | 2083.61174 | 3.6836072 | 2000-2009 –> 2010-2019 | 8.113584 | 3413.3110 | 3464.8964 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3892.79056 | 3923.76464 | 5.6087491 | 2000-2009 –> 2010-2019 | 11.270261 | 7185.5253 | 7246.2761 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 3992.95222 | 4019.50144 | 6.0928549 | 2000-2009 –> 2010-2019 | 11.654020 | 7265.0882 | 7317.1604 |
mod | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2092.99597 | 2120.48445 | 3.8692322 | 2000-2009 –> 2010-2019 | 8.379726 | 3458.5054 | 3510.0908 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3994.93888 | 4025.91297 | 6.0927890 | 2000-2009 –> 2010-2019 | 11.575362 | 7254.2725 | 7315.0234 |
mod | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2089.24838 | 2116.73686 | 3.8499467 | 2000-2009 –> 2010-2019 | 8.396856 | 3458.4728 | 3510.0582 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 3994.90258 | 4025.87666 | 6.0926098 | 2000-2009 –> 2010-2019 | 11.618018 | 7262.3301 | 7323.0809 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 3995.48221 | 4026.45629 | 6.0954722 | 2000-2009 –> 2010-2019 | 11.675898 | 7273.2139 | 7333.9648 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2747.93325 | 2777.19337 | 4.1009560 | 2000-2009 –> 2010-2019 | 7.269130 | 4649.8502 | 4706.4479 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4793.86995 | 4826.46703 | 5.2224013 | 2000-2009 –> 2010-2019 | 10.893748 | 8063.1747 | 8125.4946 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2751.00431 | 2780.26442 | 4.1140143 | 2000-2009 –> 2010-2019 | 7.172723 | 4627.1119 | 4683.7095 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4792.95603 | 4825.55312 | 5.2193348 | 2000-2009 –> 2010-2019 | 10.919861 | 8067.5569 | 8129.8767 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2800.46774 | 2829.72786 | 4.3301563 | 2000-2009 –> 2010-2019 | 7.182782 | 4625.3767 | 4681.9743 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4886.56631 | 4919.16340 | 5.5429720 | 2000-2009 –> 2010-2019 | 11.240841 | 8160.6861 | 8223.0059 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2806.67172 | 2835.93184 | 4.3580555 | 2000-2009 –> 2010-2019 | 7.156689 | 4617.5548 | 4674.1525 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2757.70756 | 2786.96768 | 4.1426615 | 2000-2009 –> 2010-2019 | 7.067962 | 4601.0819 | 4657.6795 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4790.06873 | 4822.66582 | 5.2096589 | 2000-2009 –> 2010-2019 | 10.908830 | 8064.4243 | 8126.7441 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2807.65852 | 2836.91864 | 4.3625097 | 2000-2009 –> 2010-2019 | 7.157205 | 4617.5081 | 4674.1057 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + phosphate | 4854.38310 | 4882.32346 | 5.4364858 | 2000-2009 –> 2010-2019 | 11.111987 | 8122.4437 | 8175.8607 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4851.40998 | 4879.35034 | 5.4261080 | 2000-2009 –> 2010-2019 | 11.127015 | 8124.0798 | 8177.4968 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2770.62481 | 2799.88493 | 4.1984287 | 2000-2009 –> 2010-2019 | 7.266565 | 4648.9913 | 4705.5890 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4854.51057 | 4887.10766 | 5.4299474 | 2000-2009 –> 2010-2019 | 11.104727 | 8124.4398 | 8186.7596 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2774.47259 | 2803.73271 | 4.2151853 | 2000-2009 –> 2010-2019 | 7.183225 | 4628.4934 | 4685.0910 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4851.69134 | 4884.28843 | 5.4201181 | 2000-2009 –> 2010-2019 | 11.113208 | 8124.9451 | 8187.2649 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 2783.38534 | 2808.46544 | 4.2630735 | 2000-2009 –> 2010-2019 | 7.327987 | 4658.9804 | 4707.4927 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 4848.98920 | 4876.92956 | 5.4176728 | 2000-2009 –> 2010-2019 | 11.117896 | 8121.5353 | 8174.9523 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2778.32764 | 2807.58776 | 4.2320406 | 2000-2009 –> 2010-2019 | 7.151978 | 4620.3550 | 4676.9527 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4849.24247 | 4881.83956 | 5.4115945 | 2000-2009 –> 2010-2019 | 11.104596 | 8122.4804 | 8184.8002 |
mod | Atlantic | (26.75,27] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4271.57383 | 4305.29865 | 2.4846952 | 2000-2009 –> 2010-2019 | 4.812411 | 7119.8838 | 7184.6840 |
mod | Atlantic | (26.75,27] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 4647.05376 | 4675.96075 | 3.0546006 | 2000-2009 –> 2010-2019 | 5.417268 | 7512.0235 | 7567.5666 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 4421.58545 | 4455.31026 | 2.6971974 | 2000-2009 –> 2010-2019 | 5.226647 | 7373.9545 | 7438.7548 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate | 4573.23449 | 4602.14148 | 2.9337056 | 2000-2009 –> 2010-2019 | 5.469595 | 7526.7873 | 7582.3304 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4554.27530 | 4588.00011 | 2.9002609 | 2000-2009 –> 2010-2019 | 5.175650 | 7374.1195 | 7438.9197 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5682.95401 | 5717.13108 | 4.4291929 | 2000-2009 –> 2010-2019 | 10.807642 | 9708.2587 | 9773.3643 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4574.30323 | 4608.02805 | 2.9322114 | 2000-2009 –> 2010-2019 | 5.281668 | 7434.2529 | 7499.0531 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5687.58149 | 5721.75856 | 4.4397161 | 2000-2009 –> 2010-2019 | 10.762035 | 9702.0495 | 9767.1552 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5697.28995 | 5731.46701 | 4.4618752 | 2000-2009 –> 2010-2019 | 10.770484 | 9709.0967 | 9774.2023 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4581.57191 | 4615.29672 | 2.9438940 | 2000-2009 –> 2010-2019 | 5.326736 | 7459.1870 | 7523.9873 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5688.59857 | 5722.77563 | 4.4420324 | 2000-2009 –> 2010-2019 | 10.761224 | 9702.4602 | 9767.5658 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5706.69133 | 5735.98596 | 4.4880396 | 2000-2009 –> 2010-2019 | 10.893812 | 9735.2365 | 9791.0413 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4290.63188 | 4324.35670 | 2.5107352 | 2000-2009 –> 2010-2019 | 4.786442 | 7110.6507 | 7175.4509 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5688.30887 | 5722.48593 | 4.4413725 | 2000-2009 –> 2010-2019 | 10.910349 | 9730.8914 | 9795.9971 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4300.53917 | 4334.26398 | 2.5243797 | 2000-2009 –> 2010-2019 | 4.817025 | 7129.8423 | 7194.6426 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5693.91081 | 5728.08787 | 4.4541500 | 2000-2009 –> 2010-2019 | 10.835650 | 9719.8017 | 9784.9073 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4323.03559 | 4356.76040 | 2.5556381 | 2000-2009 –> 2010-2019 | 4.881489 | 7170.3420 | 7235.1423 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5695.97408 | 5730.15114 | 4.4588654 | 2000-2009 –> 2010-2019 | 10.851918 | 9724.0825 | 9789.1881 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 5700.41712 | 5729.71174 | 4.4736224 | 2000-2009 –> 2010-2019 | 10.897536 | 9732.4296 | 9788.2344 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 5695.97725 | 5725.27188 | 4.4634482 | 2000-2009 –> 2010-2019 | 10.914867 | 9733.2278 | 9789.0326 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 5420.29491 | 5456.27808 | 2.0606401 | 2000-2009 –> 2010-2019 | 4.379076 | 9407.0787 | 9476.5133 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 5567.75184 | 5603.73501 | 2.1846127 | 2000-2009 –> 2010-2019 | 4.663529 | 9672.1956 | 9741.6303 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate | 5714.41322 | 5745.25594 | 2.3171494 | 2000-2009 –> 2010-2019 | 4.780601 | 9805.8554 | 9865.3709 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 5715.71060 | 5751.69377 | 2.3165044 | 2000-2009 –> 2010-2019 | 4.661377 | 9722.4264 | 9791.8611 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11079.47655 | 11117.58629 | 6.1507924 | 2000-2009 –> 2010-2019 | 12.048190 | 19051.5532 | 19125.5568 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 11053.53847 | 11091.64821 | 6.1043198 | 2000-2009 –> 2010-2019 | 11.887691 | 18976.9602 | 19050.9638 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5523.15822 | 5559.14139 | 2.1463543 | 2000-2009 –> 2010-2019 | 4.411320 | 9468.9216 | 9538.3562 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5714.27018 | 5750.25336 | 2.3151828 | 2000-2009 –> 2010-2019 | 4.694756 | 9746.8116 | 9816.2462 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 11100.28113 | 11138.39087 | 6.1883230 | 2000-2009 –> 2010-2019 | 11.927409 | 19004.5474 | 19078.5510 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 11060.47604 | 11098.58578 | 6.1167152 | 2000-2009 –> 2010-2019 | 11.933163 | 18998.1097 | 19072.1133 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 11119.11260 | 11157.22234 | 6.2224917 | 2000-2009 –> 2010-2019 | 12.057162 | 19064.5415 | 19138.5450 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 11101.95511 | 11140.06485 | 6.1913528 | 2000-2009 –> 2010-2019 | 11.943728 | 19011.9851 | 19085.9887 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 11074.90245 | 11107.56794 | 6.1461647 | 2000-2009 –> 2010-2019 | 12.057294 | 19050.7750 | 19114.2066 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate | 5688.89637 | 5719.73909 | 2.2938417 | 2000-2009 –> 2010-2019 | 4.596808 | 9661.9103 | 9721.4257 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5690.43627 | 5726.41944 | 2.2934236 | 2000-2009 –> 2010-2019 | 4.554410 | 9633.1085 | 9702.5432 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11040.99902 | 11079.10876 | 6.0819793 | 2000-2009 –> 2010-2019 | 12.056900 | 19045.6204 | 19119.6240 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5690.59150 | 5726.57467 | 2.2935647 | 2000-2009 –> 2010-2019 | 4.553375 | 9632.3490 | 9701.7836 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 10999.95793 | 11038.06767 | 6.0094298 | 2000-2009 –> 2010-2019 | 11.852105 | 18948.8034 | 19022.8070 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5604.52389 | 5640.50706 | 2.2166733 | 2000-2009 –> 2010-2019 | 4.478612 | 9547.9369 | 9617.3716 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 11011.23805 | 11049.34779 | 6.0292833 | 2000-2009 –> 2010-2019 | 11.906167 | 18974.6312 | 19048.6348 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 13186.43099 | 13225.87812 | 5.8287821 | 2000-2009 –> 2010-2019 | 10.509588 | 21880.2887 | 21956.7631 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate | 11037.87289 | 11071.62353 | 3.5665945 | 2000-2009 –> 2010-2019 | 6.894732 | 20706.9313 | 20773.7936 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10896.26184 | 10935.63759 | 3.4437708 | 2000-2009 –> 2010-2019 | 6.733961 | 20525.0737 | 20603.0797 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 10908.64410 | 10948.01985 | 3.4541920 | 2000-2009 –> 2010-2019 | 6.766220 | 20561.8269 | 20639.8329 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 13171.25657 | 13210.70370 | 5.8074569 | 2000-2009 –> 2010-2019 | 10.409666 | 21815.4980 | 21891.9724 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 11157.61842 | 11196.99417 | 3.6705579 | 2000-2009 –> 2010-2019 | 6.935905 | 20758.5086 | 20836.5146 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 13169.72008 | 13209.16721 | 5.8053020 | 2000-2009 –> 2010-2019 | 10.382503 | 21797.9967 | 21874.4711 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 11009.95406 | 11049.32981 | 3.5406502 | 2000-2009 –> 2010-2019 | 6.788853 | 20591.4504 | 20669.4564 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate | 13237.78979 | 13271.60162 | 5.9043932 | 2000-2009 –> 2010-2019 | 10.521253 | 21889.3440 | 21954.8935 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate_star | 13241.14197 | 13274.95379 | 5.9091759 | 2000-2009 –> 2010-2019 | 10.503397 | 21878.2938 | 21943.8433 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 13234.84058 | 13274.28771 | 5.8973389 | 2000-2009 –> 2010-2019 | 10.512247 | 21887.1562 | 21963.6306 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 10887.24084 | 10926.61659 | 3.4361983 | 2000-2009 –> 2010-2019 | 7.100889 | 20913.1828 | 20991.1888 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 13237.98853 | 13277.43566 | 5.9018248 | 2000-2009 –> 2010-2019 | 10.495938 | 21877.0712 | 21953.5456 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 11153.29597 | 11192.67172 | 3.6666883 | 2000-2009 –> 2010-2019 | 6.799295 | 20601.2978 | 20679.3038 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 13166.71605 | 13206.16318 | 5.8010911 | 2000-2009 –> 2010-2019 | 10.383424 | 21798.2763 | 21874.7508 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 10865.57138 | 10904.94713 | 3.4180763 | 2000-2009 –> 2010-2019 | 6.955672 | 20761.4810 | 20839.4870 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 13237.91533 | 13271.72715 | 5.9045722 | 2000-2009 –> 2010-2019 | 10.502609 | 21877.4997 | 21943.0492 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 10888.53310 | 10927.90885 | 3.4372821 | 2000-2009 –> 2010-2019 | 7.104403 | 20916.9177 | 20994.9237 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 13234.95085 | 13274.39798 | 5.8974960 | 2000-2009 –> 2010-2019 | 10.495056 | 21876.2312 | 21952.7056 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 11166.27339 | 11205.64913 | 3.6783183 | 2000-2009 –> 2010-2019 | 6.804252 | 20606.4189 | 20684.4249 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 14145.05777 | 14185.30302 | 5.0862868 | 2000-2009 –> 2010-2019 | 10.357071 | 25269.5679 | 25348.2936 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 14155.19288 | 14189.68881 | 5.0996065 | 2000-2009 –> 2010-2019 | 10.371534 | 25278.4854 | 25345.9646 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + phosphate | 18252.01169 | 18289.99688 | 2.1785363 | 2000-2009 –> 2010-2019 | 4.613911 | 33877.7343 | 33952.4751 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 17810.75482 | 17855.07087 | 2.0652449 | 2000-2009 –> 2010-2019 | 4.493884 | 33419.7496 | 33506.9471 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate | 18558.69946 | 18596.68465 | 2.2605397 | 2000-2009 –> 2010-2019 | 4.702488 | 34202.6509 | 34277.3917 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 18525.94842 | 18570.26447 | 2.2510949 | 2000-2009 –> 2010-2019 | 4.685852 | 34151.9564 | 34239.1539 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 14156.90023 | 14197.14548 | 5.0992849 | 2000-2009 –> 2010-2019 | 10.295421 | 25229.9752 | 25308.7009 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 18140.64965 | 18184.96569 | 2.1489840 | 2000-2009 –> 2010-2019 | 4.568684 | 33724.7087 | 33811.9062 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 18557.17406 | 18601.49011 | 2.2595797 | 2000-2009 –> 2010-2019 | 4.681870 | 34148.4685 | 34235.6660 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 14162.48736 | 14202.73262 | 5.1054287 | 2000-2009 –> 2010-2019 | 10.308925 | 25240.6663 | 25319.3920 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 18366.65132 | 18410.96737 | 2.2083028 | 2000-2009 –> 2010-2019 | 4.588231 | 33838.6429 | 33925.8404 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 14191.22146 | 14231.46672 | 5.1371432 | 2000-2009 –> 2010-2019 | 10.368259 | 25288.4899 | 25367.2156 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 18455.81360 | 18500.12965 | 2.2321533 | 2000-2009 –> 2010-2019 | 4.621635 | 33954.8958 | 34042.0933 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 18476.74637 | 18521.06242 | 2.2377899 | 2000-2009 –> 2010-2019 | 4.625352 | 33970.3945 | 34057.5921 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 18371.97047 | 18416.28652 | 2.2097185 | 2000-2009 –> 2010-2019 | 4.591412 | 33848.9762 | 33936.1738 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 14171.40179 | 14211.64705 | 5.1152468 | 2000-2009 –> 2010-2019 | 10.331330 | 25258.2932 | 25337.0189 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 14151.67776 | 14191.92302 | 5.0935487 | 2000-2009 –> 2010-2019 | 10.381318 | 25287.7895 | 25366.5152 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate | 14160.71450 | 14195.21043 | 5.1056787 | 2000-2009 –> 2010-2019 | 10.394053 | 25295.2392 | 25362.7184 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 14161.45106 | 14201.69632 | 5.1042886 | 2000-2009 –> 2010-2019 | 10.416052 | 25313.8886 | 25392.6143 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 14170.01834 | 14204.51428 | 5.1159265 | 2000-2009 –> 2010-2019 | 10.427859 | 25320.5708 | 25388.0500 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 9243.32439 | 9280.46541 | 5.3667911 | 2000-2009 –> 2010-2019 | 10.543936 | 16970.4426 | 17043.5501 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 9241.32462 | 9273.15978 | 5.3667915 | 2000-2009 –> 2010-2019 | 10.568757 | 16978.4858 | 17041.1494 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate | 5209.53261 | 5241.50323 | 1.3329684 | 2000-2009 –> 2010-2019 | 2.570461 | 9481.1193 | 9544.1337 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 9229.90361 | 9267.04463 | 5.3426593 | 2000-2009 –> 2010-2019 | 10.535901 | 16964.8385 | 17037.9461 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 4994.59016 | 5026.56079 | 1.2421489 | 2000-2009 –> 2010-2019 | 2.428579 | 9156.1966 | 9219.2110 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 9227.95610 | 9259.79126 | 5.3427535 | 2000-2009 –> 2010-2019 | 10.563823 | 16974.3474 | 17037.0110 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 9231.30421 | 9268.44523 | 5.3451726 | 2000-2009 –> 2010-2019 | 10.569795 | 16981.4085 | 17054.5160 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + nitrate + silicate + phosphate_star | 5606.50157 | 5638.47220 | 1.5185152 | 2000-2009 –> 2010-2019 | 2.884160 | 10135.2774 | 10198.2918 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 5598.11784 | 5630.08847 | 1.5143414 | 2000-2009 –> 2010-2019 | 2.885861 | 10138.0961 | 10201.1105 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5166.84891 | 5204.14798 | 1.3135570 | 2000-2009 –> 2010-2019 | 2.547607 | 9433.1659 | 9506.6826 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4877.67076 | 4914.96982 | 1.1945884 | 2000-2009 –> 2010-2019 | 2.376301 | 9030.8793 | 9104.3960 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9228.84118 | 9265.98220 | 5.3407536 | 2000-2009 –> 2010-2019 | 10.550973 | 16971.9947 | 17045.1022 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5006.55683 | 5043.85589 | 1.2462199 | 2000-2009 –> 2010-2019 | 2.467057 | 9244.7777 | 9318.2944 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5011.55609 | 5048.85515 | 1.2482670 | 2000-2009 –> 2010-2019 | 2.467722 | 9246.8202 | 9320.3370 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5000.49129 | 5037.79035 | 1.2437408 | 2000-2009 –> 2010-2019 | 2.460603 | 9230.2008 | 9303.7176 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 9230.51088 | 9267.65190 | 5.3437489 | 2000-2009 –> 2010-2019 | 10.563484 | 16978.2590 | 17051.3665 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5088.54517 | 5120.51579 | 1.2810605 | 2000-2009 –> 2010-2019 | 2.585336 | 9497.3158 | 9560.3302 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 9243.37370 | 9280.51472 | 5.3668800 | 2000-2009 –> 2010-2019 | 10.550962 | 16973.8635 | 17046.9710 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate | 9241.37422 | 9273.20938 | 5.3668809 | 2000-2009 –> 2010-2019 | 10.577116 | 16982.5351 | 17045.1987 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 9243.72548 | 9280.86650 | 5.3675140 | 2000-2009 –> 2010-2019 | 10.559439 | 16978.0218 | 17051.1293 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate | 6311.85701 | 6343.73633 | 1.9758799 | 2000-2009 –> 2010-2019 | 4.894872 | 12818.2384 | 12881.1568 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 19487.67947 | 19530.07002 | 5.3130198 | 2000-2009 –> 2010-2019 | 10.583800 | 36158.1980 | 36241.9033 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 6312.40507 | 6349.59761 | 1.9749238 | 2000-2009 –> 2010-2019 | 4.816283 | 12750.4861 | 12823.8910 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 18884.70789 | 18927.09843 | 4.8283815 | 2000-2009 –> 2010-2019 | 9.865577 | 35310.1779 | 35393.8833 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate | 6086.81798 | 6118.69731 | 1.8330858 | 2000-2009 –> 2010-2019 | 4.567691 | 12423.0234 | 12485.9419 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate_star | 18888.98056 | 18925.31531 | 4.8331883 | 2000-2009 –> 2010-2019 | 9.870658 | 35312.7452 | 35384.4927 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 19285.90101 | 19328.29156 | 5.1456534 | 2000-2009 –> 2010-2019 | 10.339410 | 35876.8370 | 35960.5424 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 19327.26084 | 19363.59559 | 5.1811680 | 2000-2009 –> 2010-2019 | 10.378449 | 35919.8640 | 35991.6114 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 6153.07632 | 6190.26887 | 1.8727730 | 2000-2009 –> 2010-2019 | 4.779011 | 12650.0371 | 12723.4420 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate | 6547.65369 | 6579.53301 | 2.1374482 | 2000-2009 –> 2010-2019 | 4.889278 | 12900.2352 | 12963.1536 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5787.93869 | 5825.13123 | 1.6581586 | 2000-2009 –> 2010-2019 | 4.392525 | 12125.9170 | 12199.3219 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 18723.02847 | 18765.41901 | 4.7061220 | 2000-2009 –> 2010-2019 | 9.712551 | 35115.3781 | 35199.0835 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5892.08701 | 5929.27956 | 1.7167343 | 2000-2009 –> 2010-2019 | 4.475922 | 12253.6324 | 12327.0373 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 18703.96824 | 18746.35879 | 4.6919144 | 2000-2009 –> 2010-2019 | 9.693582 | 35091.1739 | 35174.8793 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 18704.06548 | 18746.45603 | 4.6919868 | 2000-2009 –> 2010-2019 | 9.737330 | 35138.2727 | 35221.9781 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5900.41757 | 5937.61011 | 1.7215080 | 2000-2009 –> 2010-2019 | 4.524948 | 12303.4585 | 12376.8634 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate | 18727.81158 | 18764.14633 | 4.7111885 | 2000-2009 –> 2010-2019 | 9.757906 | 35161.4912 | 35233.2387 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5881.76475 | 5918.95729 | 1.7108376 | 2000-2009 –> 2010-2019 | 4.461492 | 12235.2318 | 12308.6367 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 18721.74029 | 18764.13083 | 4.7051604 | 2000-2009 –> 2010-2019 | 9.710434 | 35112.8421 | 35196.5475 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5982.89396 | 6014.77328 | 1.7706726 | 2000-2009 –> 2010-2019 | 4.803223 | 12588.8117 | 12651.7302 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 19944.08159 | 19986.59977 | 5.3948001 | 2000-2009 –> 2010-2019 | 12.102064 | 37711.5427 | 37795.2950 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 19528.74031 | 19571.25849 | 5.0568342 | 2000-2009 –> 2010-2019 | 11.618953 | 37179.2871 | 37263.0394 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate_star | 19614.68916 | 19651.13332 | 5.1265855 | 2000-2009 –> 2010-2019 | 11.703029 | 37274.8895 | 37346.6772 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 19664.93788 | 19707.45607 | 5.1652589 | 2000-2009 –> 2010-2019 | 11.772262 | 37351.9133 | 37435.6656 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 19793.40021 | 19829.84437 | 5.2712971 | 2000-2009 –> 2010-2019 | 11.892183 | 37489.5927 | 37561.3804 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 9620.02828 | 9652.94796 | 3.5747474 | 2000-2009 –> 2010-2019 | 7.375130 | 17464.5187 | 17528.9973 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate_star | 9649.87330 | 9682.79298 | 3.6047742 | 2000-2009 –> 2010-2019 | 7.403977 | 17493.4811 | 17557.9597 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9483.61843 | 9522.02472 | 3.4387310 | 2000-2009 –> 2010-2019 | 7.238253 | 17329.4646 | 17404.6896 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 19647.00826 | 19689.52644 | 5.1508536 | 2000-2009 –> 2010-2019 | 11.750015 | 37327.6373 | 37411.3895 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 9495.37859 | 9533.78489 | 3.4500838 | 2000-2009 –> 2010-2019 | 7.246876 | 17339.1809 | 17414.4060 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 19592.38492 | 19634.90311 | 5.1072144 | 2000-2009 –> 2010-2019 | 11.683117 | 37254.1450 | 37337.8973 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 9714.34956 | 9747.26924 | 3.6705071 | 2000-2009 –> 2010-2019 | 7.456616 | 17548.1382 | 17612.6168 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 19677.48104 | 19719.99923 | 5.1753604 | 2000-2009 –> 2010-2019 | 11.890679 | 37451.3556 | 37535.1078 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 9469.49310 | 9507.89939 | 3.4251443 | 2000-2009 –> 2010-2019 | 7.175248 | 17278.1063 | 17353.3313 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 9645.08061 | 9678.00029 | 3.5999354 | 2000-2009 –> 2010-2019 | 7.399137 | 17488.6873 | 17553.1659 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + phosphate_star | 9727.40734 | 9754.84040 | 3.6860303 | 2000-2009 –> 2010-2019 | 7.488121 | 17571.1757 | 17624.9078 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate | 19780.18771 | 19816.63187 | 5.2604598 | 2000-2009 –> 2010-2019 | 11.980270 | 37555.6351 | 37627.4227 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 9495.62897 | 9534.03527 | 3.4503259 | 2000-2009 –> 2010-2019 | 7.247123 | 17339.4352 | 17414.6602 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 19631.21038 | 19673.72856 | 5.1381943 | 2000-2009 –> 2010-2019 | 11.728678 | 37304.8072 | 37388.5595 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate_star | 9494.25623 | 9527.17591 | 3.4509325 | 2000-2009 –> 2010-2019 | 7.247738 | 17336.0683 | 17400.5469 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 14407.13707 | 14447.43044 | 5.2687034 | 2000-2009 –> 2010-2019 | 11.606104 | 26000.2709 | 26078.9273 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 14351.32074 | 14391.61411 | 5.2061328 | 2000-2009 –> 2010-2019 | 11.543330 | 25944.3412 | 26022.9976 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 14354.50116 | 14394.79453 | 5.2096780 | 2000-2009 –> 2010-2019 | 11.534130 | 25940.3826 | 26019.0389 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 14440.32057 | 14474.85774 | 5.3085303 | 2000-2009 –> 2010-2019 | 11.656490 | 26037.3579 | 26104.7776 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 14473.97727 | 14514.27063 | 5.3446221 | 2000-2009 –> 2010-2019 | 11.649820 | 26049.0466 | 26127.7030 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 3558.77561 | 3588.45170 | 1.3336016 | 2000-2009 –> 2010-2019 | 2.327457 | 5726.6697 | 5784.1693 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate_star | 3598.21990 | 3627.89598 | 1.3591576 | 2000-2009 –> 2010-2019 | 2.371393 | 5794.0785 | 5851.5781 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3559.47456 | 3594.09665 | 1.3327668 | 2000-2009 –> 2010-2019 | 2.308014 | 5700.5267 | 5767.6096 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3596.57205 | 3631.19415 | 1.3567737 | 2000-2009 –> 2010-2019 | 2.355109 | 5773.3302 | 5840.4131 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 14387.87636 | 14428.16973 | 5.2470274 | 2000-2009 –> 2010-2019 | 11.518449 | 25943.8992 | 26022.5556 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 14466.93731 | 14507.23068 | 5.3365747 | 2000-2009 –> 2010-2019 | 11.645054 | 26043.8515 | 26122.5079 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 3644.68557 | 3674.36166 | 1.3898917 | 2000-2009 –> 2010-2019 | 2.413129 | 5857.0403 | 5914.5399 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 14475.48329 | 14510.02046 | 5.3486344 | 2000-2009 –> 2010-2019 | 11.657541 | 26050.6379 | 26118.0576 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 3618.07273 | 3652.69483 | 1.3708849 | 2000-2009 –> 2010-2019 | 2.393299 | 5831.1998 | 5898.2827 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 14355.31272 | 14395.60609 | 5.2105830 | 2000-2009 –> 2010-2019 | 11.501664 | 25922.4339 | 26001.0902 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3586.96778 | 3616.64386 | 1.3518178 | 2000-2009 –> 2010-2019 | 2.359650 | 5776.1742 | 5833.6738 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3586.94005 | 3621.56215 | 1.3504993 | 2000-2009 –> 2010-2019 | 2.342352 | 5753.7568 | 5820.8397 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 14429.24291 | 14469.53628 | 5.2936916 | 2000-2009 –> 2010-2019 | 11.591112 | 25999.9356 | 26078.5919 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ temp + aou + phosphate | 3576.19509 | 3600.92516 | 1.3461229 | 2000-2009 –> 2010-2019 | 2.423950 | 5865.8650 | 5913.7814 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate | 3578.16459 | 3607.84067 | 1.3461031 | 2000-2009 –> 2010-2019 | 2.399424 | 5834.7369 | 5892.2365 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 16565.47810 | 16606.48318 | 5.9373916 | 2000-2009 –> 2010-2019 | 15.026502 | 27624.3214 | 27702.6255 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate | 4571.14518 | 4603.14723 | 1.0725136 | 2000-2009 –> 2010-2019 | 2.399242 | 8942.7839 | 9005.7183 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate_star | 4619.01954 | 4651.02159 | 1.0894141 | 2000-2009 –> 2010-2019 | 2.424440 | 9006.6318 | 9069.5662 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4540.57815 | 4577.91388 | 1.0611669 | 2000-2009 –> 2010-2019 | 2.269344 | 8674.4045 | 8747.8280 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4597.49244 | 4634.82817 | 1.0810756 | 2000-2009 –> 2010-2019 | 2.303205 | 8760.7360 | 8834.1595 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 16599.80439 | 16640.80947 | 5.9769288 | 2000-2009 –> 2010-2019 | 15.082290 | 27664.0889 | 27742.3930 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 16548.66533 | 16589.67040 | 5.9181221 | 2000-2009 –> 2010-2019 | 15.001083 | 27605.4472 | 27683.7513 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 4638.28190 | 4670.28396 | 1.0962890 | 2000-2009 –> 2010-2019 | 2.405826 | 8976.5069 | 9039.4413 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 4639.23073 | 4676.56646 | 1.0959127 | 2000-2009 –> 2010-2019 | 2.375243 | 8919.6651 | 8993.0886 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 16573.86412 | 16614.86919 | 5.9470265 | 2000-2009 –> 2010-2019 | 15.056135 | 27639.4020 | 27717.7062 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4603.89707 | 4635.89913 | 1.0840470 | 2000-2009 –> 2010-2019 | 2.413414 | 8980.6268 | 9043.5613 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 16601.10204 | 16636.24925 | 5.9807409 | 2000-2009 –> 2010-2019 | 15.084538 | 27662.8634 | 27729.9813 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4576.72809 | 4614.06382 | 1.0737693 | 2000-2009 –> 2010-2019 | 2.285164 | 8717.3691 | 8790.7926 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 16599.77887 | 16640.78395 | 5.9768993 | 2000-2009 –> 2010-2019 | 15.078915 | 27662.9441 | 27741.2482 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 16592.55768 | 16627.70489 | 5.9708686 | 2000-2009 –> 2010-2019 | 15.074336 | 27654.2088 | 27721.3267 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 16568.00750 | 16609.01257 | 5.9402960 | 2000-2009 –> 2010-2019 | 15.043018 | 27631.4090 | 27709.7132 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + silicate + phosphate | 4670.36611 | 4702.36817 | 1.1078365 | 2000-2009 –> 2010-2019 | 2.394193 | 8962.8331 | 9025.7676 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 16579.49381 | 16614.64101 | 5.9558060 | 2000-2009 –> 2010-2019 | 15.054035 | 27639.3915 | 27706.5094 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 16556.64252 | 16597.64759 | 5.9272571 | 2000-2009 –> 2010-2019 | 15.024889 | 27618.3403 | 27696.6444 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 4717.54144 | 4749.54350 | 1.1250367 | 2000-2009 –> 2010-2019 | 2.416900 | 9020.9529 | 9083.8873 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 7256.96291 | 7298.75325 | 0.8460894 | 2000-2009 –> 2010-2019 | 1.897055 | 13650.7672 | 13732.3413 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + nitrate | 7316.46458 | 7352.28488 | 0.8551308 | 2000-2009 –> 2010-2019 | 1.897336 | 13671.9090 | 13741.8297 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 7219.54827 | 7261.33861 | 0.8406359 | 2000-2009 –> 2010-2019 | 1.879005 | 13560.9731 | 13642.5473 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5567.47742 | 5601.17922 | 5.0991468 | 2000-2009 –> 2010-2019 | 12.844995 | 10191.3844 | 10256.5847 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5527.44854 | 5561.15034 | 4.9883414 | 2000-2009 –> 2010-2019 | 12.652096 | 10137.1845 | 10202.3848 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 7631.45173 | 7667.27203 | 0.9029742 | 2000-2009 –> 2010-2019 | 1.963376 | 14062.0873 | 14132.0080 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 7594.17745 | 7635.96779 | 0.8968657 | 2000-2009 –> 2010-2019 | 1.950850 | 14000.4417 | 14082.0159 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5513.16601 | 5546.86781 | 4.9493910 | 2000-2009 –> 2010-2019 | 12.662273 | 10131.4005 | 10196.6008 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5543.86633 | 5577.56813 | 5.0334938 | 2000-2009 –> 2010-2019 | 12.708934 | 10155.6286 | 10220.8290 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + phosphate | 7323.10701 | 7358.92730 | 0.8561131 | 2000-2009 –> 2010-2019 | 1.897440 | 13674.8905 | 13744.8112 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 7356.50303 | 7392.32332 | 0.8610687 | 2000-2009 –> 2010-2019 | 1.907948 | 13731.3871 | 13801.3078 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate | 7247.65747 | 7283.47777 | 0.8450218 | 2000-2009 –> 2010-2019 | 1.895644 | 13638.0463 | 13707.9670 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5528.25602 | 5561.95782 | 4.9905527 | 2000-2009 –> 2010-2019 | 12.995224 | 10195.8778 | 10261.0781 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5499.84021 | 5533.54201 | 4.9133241 | 2000-2009 –> 2010-2019 | 12.819305 | 10150.9625 | 10216.1628 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + silicate + phosphate_star | 5527.95986 | 5556.84712 | 4.9952218 | 2000-2009 –> 2010-2019 | 12.922308 | 10180.6279 | 10236.5138 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 7407.47426 | 7443.29455 | 0.8686878 | 2000-2009 –> 2010-2019 | 1.919546 | 13798.8359 | 13868.7567 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5506.31516 | 5540.01696 | 4.9308159 | 2000-2009 –> 2010-2019 | 12.866199 | 10162.3745 | 10227.5748 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 7611.08827 | 7646.90856 | 0.8998018 | 2000-2009 –> 2010-2019 | 1.953932 | 14015.9571 | 14085.8778 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 5514.09792 | 5542.98518 | 4.9573619 | 2000-2009 –> 2010-2019 | 12.983539 | 10183.2883 | 10239.1742 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 5543.74083 | 5572.62809 | 5.0386750 | 2000-2009 –> 2010-2019 | 12.987001 | 10199.9677 | 10255.8537 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate | 10039.62543 | 10072.01769 | 0.6863566 | 2000-2009 –> 2010-2019 | 1.437711 | 15884.8908 | 15946.5511 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + phosphate | 9977.38371 | 10016.25442 | 0.6817884 | 2000-2009 –> 2010-2019 | 1.431036 | 15810.1875 | 15884.1799 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 10756.76371 | 10796.25802 | 3.1851519 | 2000-2009 –> 2010-2019 | 6.499674 | 18334.6218 | 18411.0472 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + phosphate_star | 9892.93610 | 9931.80681 | 0.6758297 | 2000-2009 –> 2010-2019 | 1.425095 | 15725.8587 | 15799.8510 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate | 9929.50155 | 9968.37226 | 0.6784034 | 2000-2009 –> 2010-2019 | 1.413512 | 15664.1883 | 15738.1806 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10755.31150 | 10794.80581 | 3.1840423 | 2000-2009 –> 2010-2019 | 6.500833 | 18335.1473 | 18411.5727 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 9288.18169 | 9333.53085 | 0.6345201 | 2000-2009 –> 2010-2019 | 1.357683 | 14940.4906 | 15026.8150 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 10758.16192 | 10792.01418 | 3.1877498 | 2000-2009 –> 2010-2019 | 6.503686 | 18335.2531 | 18400.7606 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate | 10753.93079 | 10787.78306 | 3.1845154 | 2000-2009 –> 2010-2019 | 6.501618 | 18332.0376 | 18397.5451 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 10735.85917 | 10775.35348 | 3.1692168 | 2000-2009 –> 2010-2019 | 6.483022 | 18313.0919 | 18389.5173 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate | 9958.87192 | 9997.74264 | 0.6804777 | 2000-2009 –> 2010-2019 | 1.430357 | 15796.0156 | 15870.0079 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9894.92764 | 9940.27680 | 0.6758291 | 2000-2009 –> 2010-2019 | 1.424855 | 15728.2047 | 15814.5291 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 10755.06453 | 10794.55884 | 3.1838537 | 2000-2009 –> 2010-2019 | 6.502328 | 18336.3666 | 18412.7920 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 9889.74553 | 9935.09470 | 0.6754651 | 2000-2009 –> 2010-2019 | 1.424705 | 15724.4915 | 15810.8159 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 9850.51512 | 9895.86428 | 0.6727162 | 2000-2009 –> 2010-2019 | 1.405487 | 15570.7992 | 15657.1236 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 10726.37846 | 10765.87277 | 3.1620162 | 2000-2009 –> 2010-2019 | 6.479103 | 18306.4721 | 18382.8974 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 10769.84987 | 10809.34418 | 3.1951679 | 2000-2009 –> 2010-2019 | 6.469630 | 18312.5663 | 18388.9916 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 9935.08462 | 9980.43379 | 0.6786561 | 2000-2009 –> 2010-2019 | 1.430794 | 15789.7142 | 15876.0386 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 10797.32945 | 10836.82376 | 3.2163032 | 2000-2009 –> 2010-2019 | 6.498080 | 18346.4946 | 18422.9200 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 10742.58234 | 10782.07665 | 3.1743330 | 2000-2009 –> 2010-2019 | 6.456131 | 18291.7661 | 18368.1915 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 22555.27957 | 22598.64690 | 5.4252360 | 2000-2009 –> 2010-2019 | 10.964321 | 38066.5807 | 38150.6460 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 29324.13446 | 29369.28884 | 5.5501496 | 2000-2009 –> 2010-2019 | 11.848474 | 50314.4888 | 50402.1788 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 22888.95434 | 22926.12634 | 5.6824027 | 2000-2009 –> 2010-2019 | 11.577338 | 38706.4631 | 38778.5191 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 22669.97139 | 22713.33872 | 5.5117674 | 2000-2009 –> 2010-2019 | 11.166020 | 38283.1366 | 38367.2019 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 29646.79685 | 29691.95123 | 5.7448976 | 2000-2009 –> 2010-2019 | 12.267006 | 50861.8579 | 50949.5479 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 30104.74215 | 30143.44591 | 6.0343766 | 2000-2009 –> 2010-2019 | 12.517721 | 51279.4367 | 51354.5996 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 22662.21117 | 22705.57850 | 5.5058693 | 2000-2009 –> 2010-2019 | 11.322246 | 38415.3105 | 38499.3758 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 29783.41887 | 29828.57325 | 5.8294036 | 2000-2009 –> 2010-2019 | 12.150064 | 50796.5568 | 50884.2468 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 22764.84930 | 22808.21663 | 5.5843919 | 2000-2009 –> 2010-2019 | 11.503551 | 38604.6571 | 38688.7224 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 29836.64710 | 29881.80148 | 5.8626628 | 2000-2009 –> 2010-2019 | 12.193984 | 50860.6307 | 50948.3207 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 23241.09913 | 23284.46647 | 5.9636536 | 2000-2009 –> 2010-2019 | 12.154433 | 39302.9965 | 39387.0618 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 30024.92026 | 30070.07465 | 5.9818337 | 2000-2009 –> 2010-2019 | 12.461935 | 51198.3946 | 51286.0846 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 23121.31706 | 23164.68439 | 5.8659068 | 2000-2009 –> 2010-2019 | 11.962758 | 39107.5366 | 39191.6019 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 30109.20519 | 30154.35957 | 6.0359654 | 2000-2009 –> 2010-2019 | 12.652570 | 51416.8460 | 51504.5360 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 23320.00921 | 23363.37655 | 6.0289355 | 2000-2009 –> 2010-2019 | 12.302358 | 39447.5489 | 39531.6142 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 30220.72991 | 30265.88429 | 6.1083454 | 2000-2009 –> 2010-2019 | 12.761435 | 51563.7616 | 51651.4515 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 22865.50495 | 22908.87228 | 5.6624855 | 2000-2009 –> 2010-2019 | 11.673642 | 38781.6554 | 38865.7207 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 29965.17212 | 30010.32650 | 5.9437550 | 2000-2009 –> 2010-2019 | 12.319355 | 51034.0099 | 51121.6999 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 23388.70863 | 23432.07597 | 6.0863518 | 2000-2009 –> 2010-2019 | 12.396184 | 39544.8940 | 39628.9593 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 30269.58971 | 30314.74410 | 6.1403285 | 2000-2009 –> 2010-2019 | 12.808770 | 51627.4554 | 51715.1454 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 16280.36951 | 16322.11616 | 4.0959361 | 2000-2009 –> 2010-2019 | 8.545107 | 30509.0751 | 30591.4229 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 16565.91500 | 16607.66166 | 4.3044759 | 2000-2009 –> 2010-2019 | 8.573762 | 30593.1355 | 30675.4833 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 15841.73982 | 15883.48648 | 3.7951042 | 2000-2009 –> 2010-2019 | 7.862101 | 29631.9788 | 29714.3266 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 16255.91535 | 16297.66201 | 4.0785535 | 2000-2009 –> 2010-2019 | 8.358496 | 30295.3058 | 30377.6536 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 17506.76733 | 17548.71084 | 4.6595489 | 2000-2009 –> 2010-2019 | 9.233250 | 32193.5594 | 32276.2600 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 17526.38377 | 17568.32729 | 4.6750301 | 2000-2009 –> 2010-2019 | 9.265900 | 32231.8797 | 32314.5803 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + phosphate | 17789.54549 | 17825.49707 | 4.8894111 | 2000-2009 –> 2010-2019 | 9.753253 | 32781.3750 | 32852.2613 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 15464.84658 | 15506.59324 | 3.5543252 | 2000-2009 –> 2010-2019 | 7.633288 | 29269.4292 | 29351.7769 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 17368.87885 | 17410.82237 | 4.5521654 | 2000-2009 –> 2010-2019 | 9.229387 | 32167.3992 | 32250.0999 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 15612.63625 | 15654.38290 | 3.6468645 | 2000-2009 –> 2010-2019 | 7.894814 | 29615.3966 | 29697.7444 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 17440.14780 | 17482.09131 | 4.6073549 | 2000-2009 –> 2010-2019 | 9.320871 | 32277.2558 | 32359.9565 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 17529.63762 | 17571.58113 | 4.6776029 | 2000-2009 –> 2010-2019 | 9.273908 | 32241.0410 | 32323.7416 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 17583.11248 | 17619.06406 | 4.7216865 | 2000-2009 –> 2010-2019 | 9.489679 | 32475.5853 | 32546.4716 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 17350.79960 | 17392.74312 | 4.5382706 | 2000-2009 –> 2010-2019 | 9.252292 | 32188.4427 | 32271.1433 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 15655.21200 | 15696.95866 | 3.6739679 | 2000-2009 –> 2010-2019 | 7.954211 | 29694.9457 | 29777.2935 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 17439.53819 | 17481.48170 | 4.6068800 | 2000-2009 –> 2010-2019 | 9.322158 | 32278.5122 | 32361.2128 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate_star | 17438.68928 | 17474.64086 | 4.6077768 | 2000-2009 –> 2010-2019 | 9.342648 | 32296.3637 | 32367.2500 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 16031.42294 | 16073.16960 | 3.9223864 | 2000-2009 –> 2010-2019 | 8.200674 | 30068.9255 | 30151.2733 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 16096.43667 | 16138.18333 | 3.9669874 | 2000-2009 –> 2010-2019 | 8.255303 | 30145.3689 | 30227.7167 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 16143.27791 | 16185.02457 | 3.9994357 | 2000-2009 –> 2010-2019 | 8.305307 | 30212.1557 | 30294.5035 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 15829.91440 | 15864.87306 | 5.6806742 | 2000-2009 –> 2010-2019 | 11.062314 | 32418.6366 | 32488.9388 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 14216.12700 | 14257.28204 | 3.5566606 | 2000-2009 –> 2010-2019 | 7.893795 | 27044.6432 | 27125.7350 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 14257.94894 | 14293.22468 | 3.5862798 | 2000-2009 –> 2010-2019 | 8.202832 | 27361.6740 | 27431.1813 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 15674.26417 | 15715.04927 | 5.5047721 | 2000-2009 –> 2010-2019 | 10.532592 | 31901.5595 | 31983.5787 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 15699.07628 | 15739.86138 | 5.5320913 | 2000-2009 –> 2010-2019 | 10.618035 | 31987.7961 | 32069.8153 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + phosphate | 15879.99086 | 15914.94952 | 5.7377161 | 2000-2009 –> 2010-2019 | 11.113669 | 32463.0638 | 32533.3660 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 14038.23946 | 14079.39450 | 3.4389175 | 2000-2009 –> 2010-2019 | 7.805857 | 26897.1632 | 26978.2551 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 15827.10813 | 15867.89323 | 5.6752293 | 2000-2009 –> 2010-2019 | 11.042136 | 32403.1805 | 32485.1997 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 14208.47680 | 14249.63184 | 3.5515150 | 2000-2009 –> 2010-2019 | 8.031757 | 27181.1306 | 27262.2225 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 15701.59051 | 15742.37561 | 5.5348671 | 2000-2009 –> 2010-2019 | 10.630085 | 32000.0466 | 32082.0658 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 15722.16661 | 15757.12527 | 5.5598546 | 2000-2009 –> 2010-2019 | 10.767575 | 32135.3336 | 32205.6357 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 14721.63297 | 14762.78801 | 3.9137240 | 2000-2009 –> 2010-2019 | 8.527369 | 27824.5609 | 27905.6528 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 15707.90318 | 15748.68828 | 5.5418427 | 2000-2009 –> 2010-2019 | 10.681342 | 32052.6021 | 32134.6213 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 14233.66112 | 14274.81617 | 3.5684824 | 2000-2009 –> 2010-2019 | 8.057271 | 27214.7762 | 27295.8681 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 15863.40842 | 15904.19352 | 5.7164824 | 2000-2009 –> 2010-2019 | 11.113525 | 32469.4048 | 32551.4240 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 14386.57448 | 14427.72952 | 3.6732592 | 2000-2009 –> 2010-2019 | 8.104415 | 27310.3135 | 27391.4054 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 15812.19158 | 15852.97669 | 5.6583640 | 2000-2009 –> 2010-2019 | 11.077797 | 32440.3122 | 32522.3314 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 14603.12240 | 14644.27744 | 3.8269233 | 2000-2009 –> 2010-2019 | 8.354404 | 27622.3450 | 27703.4369 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 14432.04608 | 14467.32183 | 3.7064086 | 2000-2009 –> 2010-2019 | 8.457457 | 27663.2750 | 27732.7823 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 14645.40446 | 14686.55951 | 3.8576688 | 2000-2009 –> 2010-2019 | 8.401911 | 27681.0341 | 27762.1259 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 18484.28674 | 18520.99061 | 3.8056019 | 2000-2009 –> 2010-2019 | 7.732989 | 36845.3213 | 36918.6207 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 24828.55953 | 24866.35077 | 5.3081036 | 2000-2009 –> 2010-2019 | 10.349403 | 49418.8198 | 49494.4454 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 17499.74502 | 17542.56621 | 3.2848369 | 2000-2009 –> 2010-2019 | 7.204989 | 35850.6393 | 35936.1552 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + phosphate + phosphate_star | 25138.21621 | 25169.70891 | 5.5180095 | 2000-2009 –> 2010-2019 | 10.737344 | 50007.3865 | 50070.4079 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 17817.47507 | 17860.29626 | 3.4442669 | 2000-2009 –> 2010-2019 | 7.145303 | 35789.6738 | 35875.1897 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 25005.08252 | 25049.17230 | 5.4246440 | 2000-2009 –> 2010-2019 | 10.563181 | 49751.9742 | 49840.2041 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 17993.53722 | 18036.35840 | 3.5359194 | 2000-2009 –> 2010-2019 | 7.316549 | 36105.8278 | 36191.3437 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 25252.72656 | 25296.81633 | 5.5944168 | 2000-2009 –> 2010-2019 | 10.759211 | 50040.8722 | 50129.1021 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 18015.68447 | 18058.50566 | 3.5476199 | 2000-2009 –> 2010-2019 | 7.331995 | 36134.4945 | 36220.0105 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 18504.22917 | 18540.93305 | 3.8169393 | 2000-2009 –> 2010-2019 | 7.624238 | 36660.8010 | 36734.1004 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 17937.18822 | 17980.00941 | 3.5063235 | 2000-2009 –> 2010-2019 | 7.309525 | 36088.6710 | 36174.1869 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 25137.16917 | 25181.25895 | 5.5145450 | 2000-2009 –> 2010-2019 | 10.601875 | 49802.9973 | 49891.2272 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + phosphate | 25072.40842 | 25110.19965 | 5.4716444 | 2000-2009 –> 2010-2019 | 10.672306 | 49914.5697 | 49990.1954 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 17484.87212 | 17527.69330 | 3.2775575 | 2000-2009 –> 2010-2019 | 7.206920 | 35851.2180 | 35936.7339 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 25043.35456 | 25087.44434 | 5.4505409 | 2000-2009 –> 2010-2019 | 10.536222 | 49706.5598 | 49794.7897 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 17669.76556 | 17712.58675 | 3.3692092 | 2000-2009 –> 2010-2019 | 7.397753 | 36200.2360 | 36285.7519 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 25185.75645 | 25229.84623 | 5.5479880 | 2000-2009 –> 2010-2019 | 10.712672 | 49973.7291 | 50061.9590 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 17697.95223 | 17740.77342 | 3.3834047 | 2000-2009 –> 2010-2019 | 7.417121 | 36236.8702 | 36322.3861 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 25186.22836 | 25230.31814 | 5.5483138 | 2000-2009 –> 2010-2019 | 10.711644 | 49972.0794 | 50060.3093 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 25184.58362 | 25222.37485 | 5.5485591 | 2000-2009 –> 2010-2019 | 10.713334 | 49970.6990 | 50046.3246 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 21228.26707 | 21266.64400 | 2.6529547 | 2000-2009 –> 2010-2019 | 5.834829 | 43175.8123 | 43252.3271 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 21179.55042 | 21224.32351 | 2.6378120 | 2000-2009 –> 2010-2019 | 5.649262 | 42660.4108 | 42749.6781 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 31773.62076 | 31819.61059 | 4.9221063 | 2000-2009 –> 2010-2019 | 9.675364 | 62935.0808 | 63027.0058 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 31979.42556 | 32025.41539 | 5.0191416 | 2000-2009 –> 2010-2019 | 9.880500 | 63376.1068 | 63468.0318 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate | 31774.69004 | 31814.10989 | 4.9235396 | 2000-2009 –> 2010-2019 | 9.677859 | 62936.4870 | 63015.2798 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate_star | 31983.89848 | 32023.31834 | 5.0222244 | 2000-2009 –> 2010-2019 | 9.902775 | 63419.7942 | 63498.5871 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 31907.84143 | 31953.83126 | 4.9851752 | 2000-2009 –> 2010-2019 | 9.805183 | 63215.1711 | 63307.0961 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 31913.82228 | 31953.24213 | 4.9889507 | 2000-2009 –> 2010-2019 | 9.830819 | 63266.4841 | 63345.2769 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 21164.97129 | 21209.74437 | 2.6334750 | 2000-2009 –> 2010-2019 | 5.798465 | 43069.2180 | 43158.4854 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 21563.38632 | 21608.15941 | 2.7545996 | 2000-2009 –> 2010-2019 | 6.016046 | 43723.2312 | 43812.4985 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 31773.86508 | 31819.85491 | 4.9222204 | 2000-2009 –> 2010-2019 | 9.674188 | 62932.4865 | 63024.4115 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 31950.60152 | 31996.59135 | 5.0054369 | 2000-2009 –> 2010-2019 | 9.816389 | 63238.2599 | 63330.1849 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 21591.10181 | 21635.87489 | 2.7632300 | 2000-2009 –> 2010-2019 | 6.032515 | 43771.3859 | 43860.6532 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 22058.02633 | 22102.79941 | 2.9127585 | 2000-2009 –> 2010-2019 | 6.154345 | 44165.8677 | 44255.1350 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 32041.42637 | 32087.41620 | 5.0487477 | 2000-2009 –> 2010-2019 | 9.901514 | 63419.6055 | 63511.5305 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 31905.86322 | 31951.85304 | 4.9842398 | 2000-2009 –> 2010-2019 | 9.783995 | 63169.1491 | 63261.0741 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate | 21556.95332 | 21595.33025 | 2.7532218 | 2000-2009 –> 2010-2019 | 5.981097 | 43626.7052 | 43703.2201 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 21557.47588 | 21602.24897 | 2.7527627 | 2000-2009 –> 2010-2019 | 5.872473 | 43339.0387 | 43428.3060 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 21916.83292 | 21961.60601 | 2.8667085 | 2000-2009 –> 2010-2019 | 6.105066 | 44016.1908 | 44105.4582 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 21937.46261 | 21982.23569 | 2.8733911 | 2000-2009 –> 2010-2019 | 6.115507 | 44046.6952 | 44135.9625 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 33852.66981 | 33892.75486 | 4.2813641 | 2000-2009 –> 2010-2019 | 8.645887 | 66601.3901 | 66681.3212 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 33849.98533 | 33896.75123 | 4.2796616 | 2000-2009 –> 2010-2019 | 8.587312 | 66452.2540 | 66545.5070 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 29341.56009 | 29388.06934 | 3.2029657 | 2000-2009 –> 2010-2019 | 6.269594 | 57036.2980 | 57129.0308 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 33544.96001 | 33591.72590 | 4.1702503 | 2000-2009 –> 2010-2019 | 8.409329 | 65965.6128 | 66058.8657 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate | 33549.96846 | 33590.05351 | 4.1727325 | 2000-2009 –> 2010-2019 | 8.422833 | 65998.0117 | 66077.9428 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 33792.04120 | 33838.80709 | 4.2586587 | 2000-2009 –> 2010-2019 | 8.592685 | 66463.4015 | 66556.6544 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 33792.56393 | 33832.64897 | 4.2595710 | 2000-2009 –> 2010-2019 | 8.636812 | 66574.2153 | 66654.1464 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 28918.12764 | 28964.63689 | 3.0857152 | 2000-2009 –> 2010-2019 | 6.271170 | 57027.2440 | 57119.9768 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 29178.52604 | 29225.03529 | 3.1573024 | 2000-2009 –> 2010-2019 | 6.411829 | 57521.4673 | 57614.2002 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 33526.76645 | 33573.53234 | 4.1638134 | 2000-2009 –> 2010-2019 | 8.358688 | 65828.7794 | 65922.0323 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 33740.52276 | 33787.28865 | 4.2400715 | 2000-2009 –> 2010-2019 | 8.487118 | 66182.4314 | 66275.6843 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 29197.84906 | 29244.35831 | 3.1626802 | 2000-2009 –> 2010-2019 | 6.423254 | 57561.0244 | 57653.7573 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 28804.81135 | 28851.32059 | 3.0550720 | 2000-2009 –> 2010-2019 | 6.106201 | 56444.3181 | 56537.0510 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 33682.98797 | 33729.75386 | 4.2194095 | 2000-2009 –> 2010-2019 | 8.471189 | 66137.5010 | 66230.7539 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 33687.18679 | 33733.95268 | 4.2209140 | 2000-2009 –> 2010-2019 | 8.458616 | 66104.1633 | 66197.4162 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 28919.70002 | 28959.56509 | 3.0866863 | 2000-2009 –> 2010-2019 | 6.336876 | 57246.1057 | 57325.5910 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 28595.00918 | 28641.51843 | 2.9991380 | 2000-2009 –> 2010-2019 | 6.131639 | 56521.4063 | 56614.1392 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 28875.87488 | 28922.38413 | 3.0742534 | 2000-2009 –> 2010-2019 | 6.294891 | 57104.7208 | 57197.4536 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 28877.26734 | 28923.77659 | 3.0746304 | 2000-2009 –> 2010-2019 | 6.296384 | 57109.8870 | 57202.6198 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 28875.64302 | 28915.50809 | 3.0747322 | 2000-2009 –> 2010-2019 | 6.297438 | 57109.4853 | 57188.9706 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 38452.21569 | 38493.20772 | 4.0024898 | 2000-2009 –> 2010-2019 | 7.672271 | 72675.5632 | 72757.0364 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 38980.26054 | 39028.08457 | 4.1591639 | 2000-2009 –> 2010-2019 | 7.800018 | 73106.0374 | 73201.0896 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 32843.91798 | 32891.22247 | 3.1964150 | 2000-2009 –> 2010-2019 | 6.109572 | 65005.1526 | 65099.8708 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 38218.22189 | 38266.04591 | 3.9341341 | 2000-2009 –> 2010-2019 | 7.772628 | 73009.1035 | 73104.1557 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 33016.86953 | 33064.17401 | 3.2401729 | 2000-2009 –> 2010-2019 | 6.153681 | 65179.6586 | 65274.3768 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate_star | 33282.55827 | 33323.10497 | 3.3090839 | 2000-2009 –> 2010-2019 | 6.349211 | 65992.9846 | 66074.1716 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 32970.24085 | 33017.54534 | 3.2283169 | 2000-2009 –> 2010-2019 | 6.137493 | 65113.8063 | 65208.5244 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 33209.74049 | 33257.04497 | 3.2896774 | 2000-2009 –> 2010-2019 | 6.293705 | 65767.8313 | 65862.5494 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 38006.59414 | 38054.41817 | 3.8738294 | 2000-2009 –> 2010-2019 | 7.457874 | 71934.5007 | 72029.5529 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 33269.18750 | 33316.49199 | 3.3050877 | 2000-2009 –> 2010-2019 | 6.322932 | 65886.5672 | 65981.2854 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 38104.27634 | 38152.10037 | 3.9015488 | 2000-2009 –> 2010-2019 | 7.518469 | 72147.0669 | 72242.1191 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 33270.60112 | 33317.90561 | 3.3054550 | 2000-2009 –> 2010-2019 | 6.311092 | 65835.6127 | 65930.3309 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 32959.12083 | 33006.42532 | 3.2254958 | 2000-2009 –> 2010-2019 | 6.188545 | 65339.7532 | 65434.4714 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 38069.63340 | 38117.45743 | 3.8916955 | 2000-2009 –> 2010-2019 | 7.503032 | 72092.9879 | 72188.0401 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate | 33307.84714 | 33348.39384 | 3.3156693 | 2000-2009 –> 2010-2019 | 6.352102 | 66002.5643 | 66083.7513 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 33240.15672 | 33287.46120 | 3.2975531 | 2000-2009 –> 2010-2019 | 6.307907 | 65825.4291 | 65920.1473 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 38090.06258 | 38137.88661 | 3.8975031 | 2000-2009 –> 2010-2019 | 7.513014 | 72127.9523 | 72223.0044 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate_star | 38381.68340 | 38422.67542 | 3.9819366 | 2000-2009 –> 2010-2019 | 7.607091 | 72451.0870 | 72532.5602 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 38525.88675 | 38573.71078 | 4.0234836 | 2000-2009 –> 2010-2019 | 7.739225 | 72907.8304 | 73002.8826 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate | 38526.73634 | 38567.72837 | 4.0243206 | 2000-2009 –> 2010-2019 | 7.747346 | 72931.3223 | 73012.7956 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11520.78014 | 11561.50633 | 2.4505414 | 2000-2009 –> 2010-2019 | 4.683657 | 22646.4613 | 22727.9558 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 11561.36187 | 11602.08807 | 2.4706328 | 2000-2009 –> 2010-2019 | 4.711674 | 22704.7575 | 22786.2521 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + phosphate | 11848.68595 | 11883.59412 | 2.6187273 | 2000-2009 –> 2010-2019 | 4.900513 | 23080.1697 | 23150.0221 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 11604.42839 | 11645.15458 | 2.4921346 | 2000-2009 –> 2010-2019 | 4.773513 | 22837.0195 | 22918.5140 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 21254.95049 | 21298.68103 | 3.9097590 | 2000-2009 –> 2010-2019 | 7.000221 | 37652.9204 | 37739.1822 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 11644.60498 | 11685.33117 | 2.5123622 | 2000-2009 –> 2010-2019 | 4.801145 | 22893.3995 | 22974.8940 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 21233.74127 | 21277.47181 | 3.8989117 | 2000-2009 –> 2010-2019 | 6.990876 | 37634.8387 | 37721.1005 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 11586.61566 | 11627.34186 | 2.4832187 | 2000-2009 –> 2010-2019 | 4.729866 | 22742.5039 | 22823.9984 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 21231.52563 | 21275.25617 | 3.8977803 | 2000-2009 –> 2010-2019 | 6.998509 | 37650.8286 | 37737.0904 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 11661.49199 | 11702.21818 | 2.5209132 | 2000-2009 –> 2010-2019 | 4.811924 | 22915.1513 | 22996.6458 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 21233.17656 | 21276.90710 | 3.8986233 | 2000-2009 –> 2010-2019 | 6.990992 | 37635.1148 | 37721.3766 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11513.44008 | 11554.16628 | 2.4469249 | 2000-2009 –> 2010-2019 | 4.844112 | 22993.6135 | 23075.1080 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 21259.51364 | 21303.24418 | 3.9120967 | 2000-2009 –> 2010-2019 | 7.002366 | 37657.0831 | 37743.3449 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 11563.91968 | 11604.64588 | 2.4719047 | 2000-2009 –> 2010-2019 | 4.877779 | 23062.1792 | 23143.6737 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 21240.95933 | 21284.68987 | 3.9026000 | 2000-2009 –> 2010-2019 | 6.994557 | 37642.0400 | 37728.3018 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate_star | 21246.32707 | 21283.81039 | 3.9063683 | 2000-2009 –> 2010-2019 | 6.998351 | 37645.4621 | 37719.4008 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 11598.12174 | 11638.84793 | 2.4889742 | 2000-2009 –> 2010-2019 | 4.900789 | 23108.7109 | 23190.2054 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 21241.17790 | 21284.90844 | 3.9027117 | 2000-2009 –> 2010-2019 | 6.995057 | 37643.0669 | 37729.3287 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 21239.37911 | 21276.86243 | 3.9028146 | 2000-2009 –> 2010-2019 | 7.003546 | 37656.6886 | 37730.6272 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 21245.35163 | 21282.83495 | 3.9058692 | 2000-2009 –> 2010-2019 | 6.998252 | 37645.3194 | 37719.2581 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 27296.80670 | 27342.72445 | 3.3063997 | 2000-2009 –> 2010-2019 | 6.050347 | 48699.5910 | 48790.2406 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 13704.99792 | 13747.43495 | 2.0927587 | 2000-2009 –> 2010-2019 | 4.110217 | 26397.0024 | 26481.4583 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 27323.40490 | 27369.32264 | 3.3148390 | 2000-2009 –> 2010-2019 | 6.059907 | 48729.7860 | 48820.4356 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate | 13106.11907 | 13142.49367 | 1.9048956 | 2000-2009 –> 2010-2019 | 3.856962 | 25599.1502 | 25671.5409 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 13107.97410 | 13150.41113 | 1.9048521 | 2000-2009 –> 2010-2019 | 3.852033 | 25588.0237 | 25672.4796 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 13107.94468 | 13150.38171 | 1.9048433 | 2000-2009 –> 2010-2019 | 3.853399 | 25592.2131 | 25676.6690 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 13091.07750 | 13133.51453 | 1.8997871 | 2000-2009 –> 2010-2019 | 3.820296 | 25488.6771 | 25573.1330 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate | 13733.26276 | 13769.63736 | 2.1027631 | 2000-2009 –> 2010-2019 | 4.156079 | 26528.5846 | 26600.9754 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 13586.23131 | 13628.66834 | 2.0539565 | 2000-2009 –> 2010-2019 | 4.101062 | 26365.4440 | 26449.8999 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 27277.45145 | 27323.36920 | 3.3002719 | 2000-2009 –> 2010-2019 | 6.048749 | 48694.7649 | 48785.4145 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 13603.75618 | 13646.19321 | 2.0596365 | 2000-2009 –> 2010-2019 | 4.112272 | 26399.0975 | 26483.5533 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 27268.39418 | 27314.31192 | 3.2974084 | 2000-2009 –> 2010-2019 | 6.056987 | 48721.2129 | 48811.8625 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 13151.75839 | 13194.19542 | 1.9180401 | 2000-2009 –> 2010-2019 | 3.875683 | 25663.8420 | 25748.2978 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 13619.69210 | 13662.12913 | 2.0648151 | 2000-2009 –> 2010-2019 | 4.119666 | 26421.4817 | 26505.9376 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 27268.28157 | 27314.19932 | 3.2973728 | 2000-2009 –> 2010-2019 | 6.058625 | 48726.4395 | 48817.0891 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 27259.95654 | 27305.87429 | 3.2947429 | 2000-2009 –> 2010-2019 | 6.042897 | 48676.2348 | 48766.8844 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 27256.75857 | 27302.67631 | 3.2937333 | 2000-2009 –> 2010-2019 | 6.053439 | 48709.9812 | 48800.6308 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate | 27282.42805 | 27321.78612 | 3.3024794 | 2000-2009 –> 2010-2019 | 6.051626 | 48699.8849 | 48777.5846 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate_star | 27275.42185 | 27314.77992 | 3.3002626 | 2000-2009 –> 2010-2019 | 6.060418 | 48728.0816 | 48805.7812 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 27256.76703 | 27302.68478 | 3.2937359 | 2000-2009 –> 2010-2019 | 6.054713 | 48714.0460 | 48804.6956 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 46542.98458 | 46585.45913 | 3.4346369 | 2000-2009 –> 2010-2019 | 6.285942 | 83249.8448 | 83333.8055 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 46543.26415 | 46592.81779 | 3.4343000 | 2000-2009 –> 2010-2019 | 6.273212 | 83187.3249 | 83285.2791 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + phosphate + phosphate_star | 46699.78326 | 46735.17872 | 3.4658736 | 2000-2009 –> 2010-2019 | 6.321106 | 83425.1154 | 83495.0827 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 46699.11311 | 46741.58766 | 3.4653461 | 2000-2009 –> 2010-2019 | 6.313329 | 83388.6291 | 83472.5898 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 46544.96598 | 46594.51962 | 3.4346333 | 2000-2009 –> 2010-2019 | 6.285911 | 83253.6824 | 83351.6366 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 46687.25574 | 46729.73030 | 3.4630042 | 2000-2009 –> 2010-2019 | 6.318083 | 83413.7881 | 83497.7488 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate | 17710.89336 | 17749.35368 | 1.7351736 | 2000-2009 –> 2010-2019 | 3.460959 | 30500.7868 | 30575.7693 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 17582.77230 | 17627.64268 | 1.7102231 | 2000-2009 –> 2010-2019 | 3.389167 | 30195.6918 | 30283.1713 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 18010.17871 | 18048.63903 | 1.7939513 | 2000-2009 –> 2010-2019 | 3.620740 | 31170.0041 | 31244.9865 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate_star | 18012.70225 | 18051.16257 | 1.7944553 | 2000-2009 –> 2010-2019 | 3.625396 | 31187.2929 | 31262.2753 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 18005.23154 | 18050.10191 | 1.7925646 | 2000-2009 –> 2010-2019 | 3.589405 | 31059.5471 | 31147.0267 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 46783.46456 | 46833.01820 | 3.4816543 | 2000-2009 –> 2010-2019 | 6.339443 | 83526.1127 | 83624.0668 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 18008.72165 | 18053.59202 | 1.7932611 | 2000-2009 –> 2010-2019 | 3.595933 | 31084.1097 | 31171.5892 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 18228.52283 | 18273.39320 | 1.8376759 | 2000-2009 –> 2010-2019 | 3.679130 | 31442.3512 | 31529.8308 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 18019.25373 | 18057.71405 | 1.7957644 | 2000-2009 –> 2010-2019 | 3.628723 | 31201.0097 | 31275.9922 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 18015.04993 | 18059.92030 | 1.7945247 | 2000-2009 –> 2010-2019 | 3.598729 | 31095.9655 | 31183.4451 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate_star | 18283.47112 | 18321.93144 | 1.8493617 | 2000-2009 –> 2010-2019 | 3.707926 | 31555.4562 | 31630.4387 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 46631.59623 | 46681.14987 | 3.4516389 | 2000-2009 –> 2010-2019 | 6.303719 | 83344.4977 | 83442.4519 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 46745.83762 | 46795.39127 | 3.4741935 | 2000-2009 –> 2010-2019 | 6.354325 | 83604.3364 | 83702.2906 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 46730.44196 | 46779.99560 | 3.4711453 | 2000-2009 –> 2010-2019 | 6.349423 | 83579.3591 | 83677.3133 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 35852.68046 | 35893.93554 | 2.9592960 | 2000-2009 –> 2010-2019 | 5.687599 | 58714.8153 | 58794.8227 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ aou + phosphate + phosphate_star | 35926.72497 | 35961.10420 | 2.9750594 | 2000-2009 –> 2010-2019 | 5.705021 | 58792.5939 | 58859.2667 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 35903.26293 | 35944.51801 | 2.9697720 | 2000-2009 –> 2010-2019 | 5.698756 | 58767.7521 | 58847.7595 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 35869.47045 | 35917.60137 | 2.9623553 | 2000-2009 –> 2010-2019 | 5.702908 | 58775.8598 | 58869.2018 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 35867.69481 | 35915.82573 | 2.9619878 | 2000-2009 –> 2010-2019 | 5.716629 | 58822.4473 | 58915.7893 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 9292.08095 | 9333.08331 | 1.4559539 | 2000-2009 –> 2010-2019 | 3.127496 | 16739.1890 | 16819.1228 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9478.43771 | 9519.44008 | 1.5093922 | 2000-2009 –> 2010-2019 | 3.087833 | 16705.1349 | 16785.0688 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 35866.95224 | 35915.08316 | 2.9618342 | 2000-2009 –> 2010-2019 | 5.674587 | 58677.1752 | 58770.5171 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 9483.67700 | 9524.67936 | 1.5109226 | 2000-2009 –> 2010-2019 | 3.093785 | 16721.1310 | 16801.0649 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 35986.99416 | 36035.12508 | 2.9867775 | 2000-2009 –> 2010-2019 | 5.722342 | 58876.2015 | 58969.5435 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 9433.81914 | 9474.82151 | 1.4964218 | 2000-2009 –> 2010-2019 | 3.079263 | 16671.2220 | 16751.1559 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 35956.25666 | 36004.38758 | 2.9803707 | 2000-2009 –> 2010-2019 | 5.710077 | 58825.2422 | 58918.5842 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 9483.04454 | 9524.04691 | 1.5107378 | 2000-2009 –> 2010-2019 | 3.093600 | 16720.4982 | 16800.4320 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 35988.47885 | 36036.60978 | 2.9870873 | 2000-2009 –> 2010-2019 | 5.722289 | 58876.4350 | 58969.7769 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate_star | 9488.61114 | 9523.75603 | 1.5129505 | 2000-2009 –> 2010-2019 | 3.095814 | 16724.0687 | 16792.5834 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 36048.97483 | 36097.10575 | 2.9997385 | 2000-2009 –> 2010-2019 | 5.722271 | 58893.1403 | 58986.4823 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate | 9886.60913 | 9921.75402 | 1.6340211 | 2000-2009 –> 2010-2019 | 3.237232 | 17171.1918 | 17239.7065 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate_star | 9894.86812 | 9930.01300 | 1.6366335 | 2000-2009 –> 2010-2019 | 3.245767 | 17193.6318 | 17262.1465 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 9884.93656 | 9920.08144 | 1.6334925 | 2000-2009 –> 2010-2019 | 3.242162 | 17182.5913 | 17251.1060 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 9892.79925 | 9927.94413 | 1.6359787 | 2000-2009 –> 2010-2019 | 3.245089 | 17191.5070 | 17260.0217 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 18975.79797 | 19022.16522 | 1.3302136 | 2000-2009 –> 2010-2019 | 2.771952 | 36452.1636 | 36543.9984 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 37477.73512 | 37526.39792 | 2.7369406 | 2000-2009 –> 2010-2019 | 5.271086 | 67006.6912 | 67102.5732 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 37542.41545 | 37584.12643 | 2.7487831 | 2000-2009 –> 2010-2019 | 5.288058 | 67094.7839 | 67176.9684 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + silicate + phosphate | 37512.28583 | 37553.99680 | 2.7434257 | 2000-2009 –> 2010-2019 | 5.279429 | 67048.4557 | 67130.6402 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + nitrate + silicate + phosphate | 19064.84747 | 19104.59083 | 1.3411441 | 2000-2009 –> 2010-2019 | 2.804053 | 36681.8390 | 36760.5545 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 19066.66164 | 19113.02889 | 1.3411217 | 2000-2009 –> 2010-2019 | 2.797939 | 36644.8276 | 36736.6624 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 37592.49887 | 37641.16167 | 2.7573545 | 2000-2009 –> 2010-2019 | 5.326179 | 67292.2506 | 67388.1326 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 37635.44728 | 37684.11008 | 2.7650331 | 2000-2009 –> 2010-2019 | 5.339501 | 67362.7789 | 67458.6610 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 18072.66784 | 18119.03509 | 1.2265025 | 2000-2009 –> 2010-2019 | 2.748924 | 36081.8003 | 36173.6351 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 17661.43749 | 17707.80474 | 1.1819970 | 2000-2009 –> 2010-2019 | 2.557133 | 34675.0484 | 34766.8832 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 37496.88634 | 37545.54914 | 2.7403367 | 2000-2009 –> 2010-2019 | 5.257629 | 66941.9942 | 67037.8763 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 17680.41773 | 17726.78498 | 1.1840152 | 2000-2009 –> 2010-2019 | 2.561046 | 34707.5072 | 34799.3419 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 37598.64071 | 37647.30351 | 2.7584513 | 2000-2009 –> 2010-2019 | 5.295739 | 67143.1721 | 67239.0541 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 18519.73338 | 18566.10063 | 1.2767894 | 2000-2009 –> 2010-2019 | 2.715768 | 35977.3530 | 36069.1878 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 17639.36493 | 17685.73218 | 1.1796544 | 2000-2009 –> 2010-2019 | 2.567004 | 34739.4964 | 34831.3312 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 37675.12833 | 37723.79113 | 2.7721466 | 2000-2009 –> 2010-2019 | 5.326713 | 67304.9395 | 67400.8215 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 17676.85825 | 17723.22550 | 1.1836364 | 2000-2009 –> 2010-2019 | 2.560400 | 34702.0443 | 34793.8790 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 37582.38415 | 37631.04695 | 2.7555492 | 2000-2009 –> 2010-2019 | 5.288808 | 67106.9456 | 67202.8276 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate_star | 17855.92901 | 17895.67237 | 1.2030572 | 2000-2009 –> 2010-2019 | 2.593526 | 34976.0278 | 35054.7433 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate_star | 37705.28355 | 37746.99452 | 2.7779244 | 2000-2009 –> 2010-2019 | 5.340483 | 67372.3503 | 67454.5349 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 11303.26545 | 11338.57065 | 2.0288656 | 2000-2009 –> 2010-2019 | 4.638928 | 19553.7412 | 19621.7886 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 11222.88822 | 11264.07762 | 1.9976334 | 2000-2009 –> 2010-2019 | 4.605714 | 19472.7321 | 19552.1207 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 11245.36549 | 11286.55488 | 2.0061074 | 2000-2009 –> 2010-2019 | 4.613670 | 19494.5213 | 19573.9099 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 31796.58556 | 31849.91205 | 0.6963416 | 2000-2009 –> 2010-2019 | 1.350617 | 54012.5489 | 54117.1160 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 34920.12127 | 34973.44776 | 0.7725701 | 2000-2009 –> 2010-2019 | 1.541881 | 60751.1981 | 60855.7652 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 11377.21838 | 11412.52358 | 2.0573195 | 2000-2009 –> 2010-2019 | 4.666518 | 19626.5465 | 19694.5939 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 11367.37528 | 11408.56468 | 2.0527361 | 2000-2009 –> 2010-2019 | 4.661799 | 19618.5239 | 19697.9125 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + nitrate + silicate + phosphate | 32248.48400 | 32294.19242 | 0.7069331 | 2000-2009 –> 2010-2019 | 1.453814 | 57417.1019 | 57506.7308 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 32071.28062 | 32124.60710 | 0.7027324 | 2000-2009 –> 2010-2019 | 1.362645 | 54478.7301 | 54583.2972 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11227.89375 | 11269.08315 | 1.9995174 | 2000-2009 –> 2010-2019 | 4.657690 | 19543.6384 | 19623.0270 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 11360.38156 | 11401.57096 | 2.0500342 | 2000-2009 –> 2010-2019 | 4.658267 | 19610.4278 | 19689.8165 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 34855.19451 | 34908.52099 | 0.7709037 | 2000-2009 –> 2010-2019 | 1.601806 | 62405.2793 | 62509.8464 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 34867.37022 | 34920.69670 | 0.7712159 | 2000-2009 –> 2010-2019 | 1.602421 | 62425.5808 | 62530.1479 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 32060.56113 | 32113.88761 | 0.7024819 | 2000-2009 –> 2010-2019 | 1.441520 | 56995.5747 | 57100.1418 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 34864.99596 | 34918.32244 | 0.7711550 | 2000-2009 –> 2010-2019 | 1.602322 | 62422.1840 | 62526.7511 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star | 11259.61554 | 11300.80494 | 2.0114982 | 2000-2009 –> 2010-2019 | 4.621486 | 19511.9913 | 19591.3799 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 36026.75069 | 36080.07717 | 0.8015337 | 2000-2009 –> 2010-2019 | 1.639027 | 63753.1786 | 63857.7457 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11230.85911 | 11272.04851 | 2.0006344 | 2000-2009 –> 2010-2019 | 4.648599 | 19533.2748 | 19612.6634 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 11373.66416 | 11414.85356 | 2.0551687 | 2000-2009 –> 2010-2019 | 4.664718 | 19625.4586 | 19704.8472 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 36026.08018 | 36079.40667 | 0.8015158 | 2000-2009 –> 2010-2019 | 1.640259 | 63785.7971 | 63890.3643 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 20728.40269 | 20775.60629 | 1.2626229 | 2000-2009 –> 2010-2019 | 2.189567 | 33633.2523 | 33725.7890 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 20401.59419 | 20448.79779 | 1.2301373 | 2000-2009 –> 2010-2019 | 2.158901 | 33325.2652 | 33417.8020 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 4498.88323 | 4533.57237 | 2.0518792 | 2000-2009 –> 2010-2019 | 4.700122 | 7776.7101 | 7843.0744 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4482.50999 | 4517.19914 | 2.0359282 | 2000-2009 –> 2010-2019 | 4.670433 | 7753.2423 | 7819.6066 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + silicate + phosphate_star | 4502.90300 | 4532.63656 | 2.0577751 | 2000-2009 –> 2010-2019 | 4.708333 | 7779.9217 | 7836.8054 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 4530.45108 | 4565.14023 | 2.0829865 | 2000-2009 –> 2010-2019 | 4.716424 | 7800.6308 | 7866.9952 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 4531.74127 | 4561.47482 | 2.0862557 | 2000-2009 –> 2010-2019 | 4.721165 | 7800.6831 | 7857.5669 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 20378.81926 | 20426.02286 | 1.2279048 | 2000-2009 –> 2010-2019 | 2.153956 | 33274.4190 | 33366.9558 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 20461.27020 | 20508.47380 | 1.2360062 | 2000-2009 –> 2010-2019 | 2.167022 | 33408.1825 | 33500.7193 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4507.41912 | 4542.10827 | 2.0602444 | 2000-2009 –> 2010-2019 | 4.693772 | 7777.6456 | 7844.0100 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4481.46639 | 4516.15554 | 2.0349157 | 2000-2009 –> 2010-2019 | 4.684628 | 7760.0497 | 7826.4141 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 20376.74701 | 20423.95062 | 1.2277019 | 2000-2009 –> 2010-2019 | 2.154822 | 33283.4221 | 33375.9589 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 20351.28586 | 20398.48947 | 1.2252113 | 2000-2009 –> 2010-2019 | 2.191460 | 33654.7194 | 33747.2561 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 4506.62716 | 4541.31630 | 2.0594669 | 2000-2009 –> 2010-2019 | 4.709468 | 7785.3591 | 7851.7234 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4501.21670 | 4535.90585 | 2.0541626 | 2000-2009 –> 2010-2019 | 4.688525 | 7771.8756 | 7838.2400 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + phosphate | 20708.44295 | 20748.90318 | 1.2608156 | 2000-2009 –> 2010-2019 | 2.187408 | 33607.6477 | 33686.9649 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 20710.09364 | 20757.29724 | 1.2607804 | 2000-2009 –> 2010-2019 | 2.184684 | 33583.4031 | 33675.9398 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 4479.04843 | 4513.73758 | 2.0325718 | 2000-2009 –> 2010-2019 | 4.717967 | 7775.8780 | 7842.2423 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 20711.21431 | 20751.67454 | 1.2610943 | 2000-2009 –> 2010-2019 | 2.188813 | 33622.0800 | 33701.3972 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 20712.82263 | 20760.02624 | 1.2610549 | 2000-2009 –> 2010-2019 | 2.186144 | 33598.4429 | 33690.9796 |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + aou + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.656889 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + nitrate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.652663 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + silicate + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.519547 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + silicate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.538645 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + aou + silicate + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.581647 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + aou + silicate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.545706 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.853069 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + nitrate + silicate + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.567579 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.674364 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.565887 | -Inf | -Inf |
A data frame to map the target variable is prepared.
# create table with two era belonging to one eras
eras_forward <- GLODAP_glanced %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(era, lead(era), sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_backward <- GLODAP_glanced %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_era <- full_join(eras_backward, eras_forward) %>%
filter(str_detect(eras, "NA") == FALSE)
# extend best model selection from eras to era
lm_best <- full_join(
lm_best_eras %>% select(data_source, basin, gamma_slab, model, eras),
eras_era) %>%
drop_na() %>%
arrange(era, basin, gamma_slab, data_source)
lm_best <- left_join(
lm_best,
GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate))
rm(eras_era, eras_forward, eras_backward)
A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.
# subtract coefficients of adjacent era
lm_best_cant <- lm_best %>%
arrange(era) %>%
group_by(data_source, basin, gamma_slab, eras, model, term) %>%
mutate(delta_coeff = estimate - lag(estimate)) %>%
ungroup() %>%
arrange(basin, gamma_slab, model, term, eras) %>%
drop_na() %>%
select(-c(era,estimate))
# pivot to wide format
lm_best_cant <- lm_best_cant %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)
# create table of target varaible coefficients in wide format
lm_best_target <- lm_best %>%
pivot_wider(names_from = "term",
names_prefix = "coeff_",
values_from = "estimate",
values_fill = 0
)
lm_best_target %>%
write_csv(paste(path_version_data,
"lm_best_target.csv",
sep = ""))
lm_best_cant %>%
write_csv(paste(path_version_data,
"lm_best_cant.csv",
sep = ""))
The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).
GLODAP_glanced %>%
group_split(era) %>%
map(
~ ggplot(data = .x,
aes(
as.factor(n_predictors),
!!sym(params_local$MLR_criterion),
col = data_source
)) +
geom_hline(yintercept = c(0, 10)) +
geom_boxplot() +
facet_grid(gamma_slab ~ basin) +
scale_color_brewer(palette = "Set1") +
ylim(c(0, NA)) +
labs(x = "Number of predictors",
title = paste("Era:", unique(.x$era)))
)
[[1]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
f3a708f | jens-daniel-mueller | 2020-12-17 |
[[2]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
GLODAP_glanced) %>%
group_split(era) %>%
imap(
~ ggplot(data = .x,
aes("",
!!sym(params_local$MLR_criterion),
col = data_source)) +
geom_hline(yintercept = c(0, 10)) +
geom_boxplot() +
facet_grid(gamma_slab ~ basin) +
scale_color_brewer(palette = "Set1") +
ylim(c(0, NA)) +
labs(x = "Number of predictors pooled",
title = paste("Era:", unique(.x$era)))
)
[[1]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
f3a708f | jens-daniel-mueller | 2020-12-17 |
[[2]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
RMSE was plotted to compare the agreement for one model applied to two adjecent eras (ie check whether the same predictor combination performs equal in both eras).
# find max rmse to scale axis
max_rmse <-
max(c(lm_all_eras$rmse,
lm_all_eras$rmse_sum - lm_all_eras$rmse))
lm_all_eras %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0, max_rmse),
ylim = c(0, max_rmse)) +
geom_abline(slope = 1,
col = 'red') +
facet_grid(data_source ~ basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
e4ca289 | jens-daniel-mueller | 2020-12-16 |
158fe26 | jens-daniel-mueller | 2020-12-15 |
7a9a4cb | jens-daniel-mueller | 2020-12-15 |
61b263c | jens-daniel-mueller | 2020-12-15 |
984697e | jens-daniel-mueller | 2020-12-12 |
3ebff89 | jens-daniel-mueller | 2020-12-12 |
ba112d3 | jens-daniel-mueller | 2020-12-11 |
24a632f | jens-daniel-mueller | 2020-12-07 |
6a8004b | jens-daniel-mueller | 2020-12-07 |
70bf1a5 | jens-daniel-mueller | 2020-12-07 |
7555355 | jens-daniel-mueller | 2020-12-07 |
143d6fa | jens-daniel-mueller | 2020-12-07 |
090e4d5 | jens-daniel-mueller | 2020-12-02 |
7c25f7a | jens-daniel-mueller | 2020-12-02 |
b03ddb8 | jens-daniel-mueller | 2020-12-02 |
91435ae | jens-daniel-mueller | 2020-12-01 |
196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)
# find max rmse to scale axis
max_rmse <-
max(c(lm_best_eras$rmse,
lm_best_eras$rmse_sum - lm_best_eras$rmse))
lm_best_eras %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0, max_rmse),
ylim = c(0, max_rmse)) +
geom_abline(slope = 1,
col = 'red') +
facet_grid(data_source ~ basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
a84ff3c | jens-daniel-mueller | 2020-12-17 |
rm(max_rmse)
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
# calculate cases of predictor used
lm_all_stats <- lm_best_cant %>%
pivot_longer(starts_with("delta_coeff_"),
names_to = "term",
names_prefix = "delta_coeff_",
values_to = "delta_coeff") %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(data_source, basin, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n, names_from = term)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "data_source")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)
aou | nitrate | phosphate | phosphate_star | sal | silicate | temp | |
---|---|---|---|---|---|---|---|
Atlantic - mod | |||||||
(-Inf,26] | 6 | 6 | 6 | 8 | 10 | 8 | 6 |
(26,26.5] | 9 | 7 | 7 | 7 | 7 | 6 | 7 |
(26.5,26.75] | 6 | 7 | 7 | 7 | 6 | 6 | 10 |
(26.75,27] | 8 | 5 | 8 | 6 | 5 | 10 | 6 |
(27,27.25] | 9 | 7 | 6 | 4 | 6 | 10 | 6 |
(27.25,27.5] | 6 | 8 | 4 | 7 | 9 | 8 | 7 |
(27.5,27.75] | 7 | 5 | 8 | 5 | 10 | 7 | 6 |
(27.75,27.85] | 5 | 4 | 4 | 6 | 10 | 10 | 6 |
(27.85,27.95] | 7 | 4 | 4 | 5 | 10 | 9 | 7 |
(27.95,28.05] | 4 | 2 | 4 | 8 | 10 | 5 | 10 |
(28.05,28.1] | 6 | 2 | 6 | 6 | 8 | 5 | 10 |
(28.1,28.15] | 5 | 2 | 6 | 7 | 8 | 6 | 10 |
(28.15,28.2] | 6 | 10 | 2 | 6 | 5 | 5 | 9 |
(28.2, Inf] | 9 | 10 | 3 | 4 | 10 | 3 | 5 |
total | 93.00 | 79.00 | 75.00 | 86.00 | 114.00 | 98.00 | 105.00 |
Indo-Pacific - mod | |||||||
(-Inf,26] | 8 | 5 | 7 | 7 | 10 | 5 | 7 |
(26,26.5] | 8 | 6 | 8 | 7 | 6 | 8 | 7 |
(26.5,26.75] | 7 | 5 | 7 | 7 | 4 | 10 | 8 |
(26.75,27] | 6 | 10 | 6 | 8 | 5 | 5 | 8 |
(27,27.25] | 7 | 10 | 7 | 7 | 4 | 5 | 8 |
(27.25,27.5] | 6 | 10 | 6 | 6 | 5 | 6 | 9 |
(27.5,27.75] | 5 | 5 | 6 | 6 | 10 | 10 | 6 |
(27.75,27.85] | 7 | 6 | 7 | 6 | 7 | 6 | 10 |
(27.85,27.95] | 8 | 6 | 5 | 5 | 10 | 5 | 9 |
(27.95,28.05] | 6 | 3 | 4 | 6 | 10 | 6 | 10 |
(28.05,28.1] | 5 | 3 | 4 | 7 | 6 | 10 | 10 |
(28.1,28.2] | 4 | 6 | 6 | 5 | 10 | 10 | 7 |
(28.2,28.3] | 5 | 7 | 8 | 5 | 8 | 10 | 6 |
(28.3,28.4] | 6 | 10 | 9 | 6 | 5 | 4 | 8 |
total | 88.00 | 92.00 | 90.00 | 88.00 | 100.00 | 100.00 | 113.00 |
Atlantic - obs | |||||||
(-Inf,26] | 8 | 9 | 6 | 6 | 7 | 5 | 8 |
(26,26.5] | 8 | 10 | 8 | 7 | 4 | 4 | 7 |
(26.5,26.75] | 7 | 9 | 7 | 6 | 4 | 4 | 10 |
(26.75,27] | 4 | 5 | 5 | 8 | 5 | 10 | 10 |
(27,27.25] | 6 | 8 | 5 | 8 | 6 | 6 | 10 |
(27.25,27.5] | 7 | 4 | 7 | 7 | 10 | 3 | 9 |
(27.5,27.75] | 7 | 3 | 9 | 7 | 4 | 10 | 7 |
(27.75,27.85] | 7 | 5 | 10 | 5 | 5 | 10 | 5 |
(27.85,27.95] | 5 | 4 | 7 | 6 | 10 | 10 | 5 |
(27.95,28.05] | 5 | 4 | 7 | 6 | 10 | 10 | 5 |
(28.05,28.1] | 4 | 7 | 5 | 9 | 10 | 7 | 6 |
(28.1,28.15] | 4 | 7 | 5 | 10 | 6 | 5 | 10 |
(28.15,28.2] | 5 | 5 | 5 | 8 | 4 | 10 | 10 |
(28.2, Inf] | 8 | 4 | 9 | 6 | 10 | 6 | 5 |
total | 85.00 | 84.00 | 95.00 | 99.00 | 95.00 | 100.00 | 107.00 |
Indo-Pacific - obs | |||||||
(-Inf,26] | 8 | 6 | 6 | 6 | 10 | 5 | 8 |
(26,26.5] | 5 | 5 | 5 | 7 | 10 | 5 | 10 |
(26.5,26.75] | 6 | 7 | 7 | 6 | 8 | 4 | 9 |
(26.75,27] | 7 | 8 | 7 | 6 | 3 | 6 | 8 |
(27,27.25] | 6 | 4 | 6 | 7 | 10 | 10 | 4 |
(27.25,27.5] | 6 | 5 | 8 | 7 | 9 | 8 | 4 |
(27.5,27.75] | 7 | 4 | 7 | 6 | 7 | 9 | 7 |
(27.75,27.85] | 5 | 5 | 5 | 8 | 4 | 10 | 10 |
(27.85,27.95] | 8 | 4 | 7 | 7 | 4 | 10 | 8 |
(27.95,28.05] | 9 | 6 | 9 | 8 | 3 | 6 | 4 |
(28.05,28.1] | 8 | 5 | 8 | 6 | 6 | 7 | 6 |
(28.1,28.2] | 6 | 4 | 7 | 6 | 10 | 8 | 6 |
(28.2,28.3] | 10 | 6 | 10 | 8 | 5 | 4 | 5 |
(28.3,28.4] | 6 | 3 | 7 | 8 | 9 | 10 | 5 |
(28.4, Inf] | 3 | 4 | 6 | 6 | 4 | 7 | 10 |
total | 100.00 | 76.00 | 105.00 | 102.00 | 102.00 | 109.00 | 104.00 |
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_eras %>%
ggplot(aes(rmse, AIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
lm_best_eras %>%
ggplot(aes(rmse, AIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
BIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_eras %>%
ggplot(aes(AIC, BIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
GLODAP_glanced %>%
ggplot(aes(rmse, log10(vif_max),col=data_source)) +
geom_hline(yintercept = 1) +
geom_point() +
scale_color_brewer(palette = "Set1") +
facet_grid(gamma_slab~basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
Plotted are fitted vs actual target variable values, here: r
params_local$MLR_target`
GLODAP_augmented_best <- left_join(
lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
GLODAP_augmented
)
# calculate equal axis limits and binwidth
axis_lims <- GLODAP_augmented %>%
summarise(
max_value = max(
c(max(.fitted, max(!!sym(params_local$MLR_target))))
),
min_value = min(
c(min(.fitted, min(!!sym(params_local$MLR_target))))
)
)
i_binwidth <- 1
# binwidth_value <- (axis_lims$max_value - axis_lims$min_value) / 40
axis_lims <- c(axis_lims$min_value, axis_lims$max_value)
GLODAP_augmented %>%
ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
geom_bin2d(binwidth = i_binwidth) +
scale_fill_viridis_c() +
geom_abline(slope = 1,
col = 'red') +
coord_equal(xlim = axis_lims,
ylim = axis_lims) +
labs(title = "All models") +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
GLODAP_augmented_best %>%
ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
geom_bin2d(binwidth = i_binwidth) +
scale_fill_viridis_c() +
geom_abline(slope = 1,
col = 'red') +
coord_equal(xlim = axis_lims,
ylim = axis_lims) +
labs(title = "Selected models") +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
rm(binwidth_value, axis_lims)
In the following, we present residual patterns vs latitude across all domains.
i_ylim <- c(-30,30)
GLODAP_augmented_best %>%
ggplot(aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "white") +
scale_fill_viridis_c() +
labs(
title = paste(
"Target variable:",
params_local$MLR_target,
"| Selected models",
"| All domains"
)
) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
Due to the few large residuals, we limit the y axis range for the plots below.
GLODAP_augmented_best %>%
ggplot(aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "white") +
scale_fill_viridis_c() +
coord_cartesian(ylim = i_ylim) +
labs(
title = paste(
"Target variable:",
params_local$MLR_target,
"| Selected models",
"| All domains"
)
) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
In the following, we present residual patterns vs latitude for separate model domains, ie basins, density slabs and eras.
GLODAP_augmented_best %>%
group_split(basin, era) %>%
map(~ ggplot(data = .x, aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "black") +
scale_fill_viridis_c() +
facet_grid(gamma_slab ~ data_source) +
coord_cartesian(ylim = i_ylim) +
labs(
title = paste(
"Target:",
params_local$MLR_target,
"| best models | basin:",
unique(.x$basin),
"| era:",
unique(.x$era)
)
))
[[1]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
a1ba577 | jens-daniel-mueller | 2021-02-24 |
071743d | jens-daniel-mueller | 2021-02-24 |
[[2]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
a1ba577 | jens-daniel-mueller | 2021-02-24 |
[[3]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
[[4]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
GLODAP_augmented_best <- GLODAP_augmented_best %>%
mutate(lat_grid = as.numeric(as.character(cut(
lat,
seq(-90, 90, 10),
seq(-85, 85, 10)
))))
lat_residual <- GLODAP_augmented_best %>%
group_by(data_source, basin, gamma_slab, era, lat_grid) %>%
summarise(.resid_mean = mean(.resid)) %>%
ungroup()
lat_residual %>%
group_split(basin) %>%
map(
~ggplot(data = .x,
aes(lat_grid, .resid_mean, col=era)) +
geom_line() +
geom_point() +
geom_hline(yintercept = 0, col = "black") +
facet_grid(gamma_slab ~ data_source) +
labs(title = paste("Basin:", unique(.x$basin)))
)
[[1]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
fec3558 | jens-daniel-mueller | 2021-02-24 |
[[2]]
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
# calculate residual offset for adjacent eras
lat_residual_offset <- lat_residual %>%
select(data_source, basin, gamma_slab, era, lat_grid, .resid_mean) %>%
arrange(era) %>%
group_by(basin, gamma_slab, lat_grid) %>%
mutate(eras = paste(lag(era), era, sep = " --> "),
.resid_mean_offset = .resid_mean - lag(.resid_mean)
) %>%
ungroup() %>%
select(-era) %>%
drop_na() %>%
filter(eras != paste(unique(lat_residual$era)[1],
unique(lat_residual$era)[3],
sep = " --> "))
lat_residual_offset %>%
ggplot(aes(lat_grid, .resid_mean_offset, col=eras)) +
geom_line() +
geom_point() +
geom_hline(yintercept = 0, col = "black") +
facet_grid(gamma_slab ~ basin)
Version | Author | Date |
---|---|---|
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
fec3558 | jens-daniel-mueller | 2021-02-24 |
GLODAP_glanced %>%
ggplot(aes(as.factor(n),
log10(vif_max),
col=data_source)) +
geom_hline(yintercept = log10(params_local$vif_max)) +
scale_color_brewer(palette = "Set1") +
geom_violin() +
facet_grid(gamma_slab~basin)
Version | Author | Date |
---|---|---|
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
330dcd0 | jens-daniel-mueller | 2021-03-20 |
GLODAP_glanced_vif %>%
ggplot(aes(Variables,
log10(VIF),
col = data_source)) +
geom_hline(yintercept = log10(params_local$vif_max)) +
geom_violin() +
scale_color_brewer(palette = "Set1") +
facet_grid(gamma_slab~basin) +
coord_flip()
Version | Author | Date |
---|---|---|
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
330dcd0 | jens-daniel-mueller | 2021-03-20 |
sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] tictoc_1.0.1 gt_0.2.2 corrr_0.4.3 broom_0.7.5
[5] kableExtra_1.3.1 knitr_1.30 olsrr_0.5.3 GGally_2.0.0
[9] lubridate_1.7.9 metR_0.9.0 scico_1.2.0 patchwork_1.1.1
[13] collapse_1.5.0 forcats_0.5.0 stringr_1.4.0 dplyr_1.0.5
[17] purrr_0.3.4 readr_1.4.0 tidyr_1.1.2 tibble_3.0.4
[21] ggplot2_3.3.3 tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 utf8_1.1.4 R6_2.5.0
[10] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1
[13] withr_2.3.0 gridExtra_2.3 tidyselect_1.1.0
[16] curl_4.3 compiler_4.0.3 git2r_0.27.1
[19] cli_2.1.0 rvest_0.3.6 xml2_1.3.2
[22] sass_0.2.0 labeling_0.4.2 scales_1.1.1
[25] checkmate_2.0.0 goftest_1.2-2 digest_0.6.27
[28] foreign_0.8-80 rmarkdown_2.5 rio_0.5.16
[31] pkgconfig_2.0.3 htmltools_0.5.0 highr_0.8
[34] dbplyr_1.4.4 rlang_0.4.10 readxl_1.3.1
[37] rstudioapi_0.11 farver_2.0.3 generics_0.0.2
[40] jsonlite_1.7.1 zip_2.1.1 car_3.0-10
[43] magrittr_1.5 Matrix_1.2-18 Rcpp_1.0.5
[46] munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[49] lifecycle_1.0.0 stringi_1.5.3 whisker_0.4
[52] yaml_2.2.1 carData_3.0-4 plyr_1.8.6
[55] grid_4.0.3 blob_1.2.1 parallel_4.0.3
[58] promises_1.1.1 crayon_1.3.4 lattice_0.20-41
[61] haven_2.3.1 hms_0.5.3 pillar_1.4.7
[64] reprex_0.3.0 glue_1.4.2 evaluate_0.14
[67] RcppArmadillo_0.10.1.2.0 data.table_1.13.2 modelr_0.1.8
[70] vctrs_0.3.5 httpuv_1.5.4 cellranger_1.1.0
[73] gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1
[76] xfun_0.18 openxlsx_4.2.3 RcppEigen_0.3.3.7.0
[79] later_1.1.0.1 viridisLite_0.3.0 ellipsis_0.3.1
[82] here_0.1